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Major | Gender | Career | Ethnicity | First Generation Students | Dependents | Medical Condition | Medical Care | Analysis

Function

To begin, let’s explore the function we created to run all of this statistical analysis:

mysubsetMDS <- function(x){
  mysubset <- df %>% 
    select(starts_with(x))
  
  meta <- metaMDS(mysubset)
  MDS_df <- data.frame(MDS1=meta$points[,1],MDS2=meta$points[,2]) %>%
    cbind(demo)
  return(MDS_df)
}


In English, this function allows us to run the MDS according to each subset of demographic and each subset of question type that we want. Obviously, in this page, we are exploring Majors.

Question Types

Science Identity

Let’s explore the science identity subset of questions first. Running our function we created and plotting it, we are left with this image of the plot:

This is great and all, but let’s run an adonis test to see if there is a significant difference in how different majors responded to science identity questions:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)   
## demo$major   8    0.8771 0.109636  3.6695 0.08833  0.002 **
## Residuals  303    9.0528 0.029877         0.91167          
## Total      311    9.9299                  1.00000          
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## $call
## adonis(formula = si ~ demo$major)
## 
## $coefficients
##                     si1         si2        si3        si4         si5
## (Intercept)  3.39538916  3.52857403  3.3043942  3.3621139  3.13014002
## demo$major1  0.68911788  0.49959498  0.1744791  0.2153509  0.26422618
## demo$major2  0.03318227  0.32856883  0.5527487  0.4950289  0.01271713
## demo$major3 -0.10967487  1.18571168  0.8384630  0.6378861  0.29843141
## demo$major4  0.60461084 -1.52857403  0.6956058  0.6378861 -0.13014002
## demo$major5 -0.26205583  0.33809264  0.1622725 -0.1621139 -0.06347335
## demo$major6 -0.33694760 -0.06104156 -0.5511474 -0.2906854  0.07115869
## demo$major7  0.10461084 -0.02857403 -0.3043942  0.1378861 -0.13014002
## demo$major8 -0.26495438 -0.26770447 -0.8261333 -0.8403748 -0.13014002
## 
## $coef.sites
##                        1           2            3             4           5
## (Intercept)  0.177521936  0.15455148  0.170579848  0.3590804229  0.18400289
## demo$major1 -0.038383293 -0.03373742  0.011079587  0.0403238276 -0.04230108
## demo$major2 -0.049391197 -0.02153849 -0.025817693  0.0193428929 -0.04638060
## demo$major3 -0.069446658 -0.04146574 -0.025924263  0.0548907945 -0.06742993
## demo$major4 -0.019627199 -0.01941634  0.016920152  0.0009195771 -0.03400289
## demo$major5 -0.005875545  0.01386430 -0.010752306 -0.0058594817  0.01076676
## demo$major6  0.039588215  0.02719478  0.002012574 -0.0317964878  0.03497472
## demo$major7 -0.002521936 -0.05349567 -0.025549422  0.0264414626 -0.01476222
## demo$major8  0.061470923  0.04812828  0.006616152 -0.0511705990  0.06903515
##                        6            7            8           9            10
## (Intercept)  0.136006257  0.186292981  0.179268865  0.12660566  0.1622526975
## demo$major1  0.002707643  0.025827398 -0.038677357 -0.01522885 -0.0388896897
## demo$major2 -0.033684883 -0.019238376 -0.054344980 -0.03430554 -0.0434242998
## demo$major3 -0.015973535  0.019033355 -0.081954752 -0.02565756 -0.0561066055
## demo$major4  0.015508895  0.013707019 -0.029268865 -0.04089137 -0.0271175624
## demo$major5  0.003507357 -0.005577643  0.006195111  0.01441252 -0.0001655497
## demo$major6  0.010480727 -0.008847942  0.042259016  0.02872846  0.0359604647
## demo$major7 -0.059815780 -0.036987425 -0.010028196 -0.05059215 -0.0099148393
## demo$major8  0.019069821 -0.012715552  0.073769179  0.04040277  0.0586553382
##                       11           12          13          14           15
## (Intercept)  0.456170565  0.143998903  0.13551328  0.13551328  0.160252097
## demo$major1  0.039778322  0.013177572 -0.02688554 -0.02688554 -0.014912115
## demo$major2  0.037625439 -0.027893210 -0.03848939 -0.03848939 -0.054384673
## demo$major3  0.081087734  0.008501462 -0.04441520 -0.04441520 -0.084191614
## demo$major4  0.022090304 -0.018998903 -0.05443219 -0.05443219 -0.025116962
## demo$major5 -0.001539341  0.011701655  0.01597075  0.01597075 -0.008340388
## demo$major6 -0.029798835  0.010747079  0.03497428  0.03497428  0.037897851
## demo$major7  0.003829435 -0.067933994 -0.03445747 -0.03445747 -0.007914239
## demo$major8 -0.073647647  0.018145003  0.06292218  0.06292218  0.066197326
##                       16          17           18           19           20
## (Intercept)  0.139205265  0.14795550  0.190906276  0.164765777  0.187110305
## demo$major1 -0.028730717 -0.03452212  0.011360846 -0.045588356  0.031964991
## demo$major2 -0.048643963 -0.04108805 -0.030018544 -0.035626576 -0.020840630
## demo$major3 -0.062768842 -0.06865338 -0.030502314 -0.075824330  0.018216030
## demo$major4 -0.058124184 -0.04269234  0.034900175 -0.036560649 -0.053776972
## demo$major5  0.005950139  0.01010115 -0.010693832  0.005787085  0.004530339
## demo$major6  0.042224966  0.03880713  0.001455824  0.039976827  0.006355578
## demo$major7 -0.012508432 -0.02295550 -0.043720129 -0.017069300 -0.037804750
## demo$major8  0.068174846  0.07115460  0.019791890  0.073846861  0.013250404
##                       21           22           23          24          25
## (Intercept)  0.163308302  0.149438600  0.140225338  0.17624095  0.14584981
## demo$major1 -0.026247969 -0.011006429 -0.012867451 -0.01006161 -0.02091877
## demo$major2 -0.023887308 -0.029420229 -0.037925819 -0.01261670 -0.04290641
## demo$major3 -0.022616263  0.004747329 -0.052014367  0.01146595 -0.02807652
## demo$major4 -0.020451159  0.002076552 -0.029114227  0.01125905 -0.03473870
## demo$major5  0.007459141  0.010367375  0.007711158  0.01180385  0.01631630
## demo$major6  0.019596115  0.008346228  0.026631392  0.01495181  0.02923132
## demo$major7 -0.029017761 -0.039914790 -0.038151973 -0.06569328 -0.04377645
## demo$major8  0.026064588  0.005649771  0.057983201 -0.00555193  0.04187245
##                       26          27           28            29           30
## (Intercept)  0.211779669  0.13551328  0.215861726  1.311123e-01  0.264697095
## demo$major1 -0.051725716 -0.02688554  0.016414306 -3.691263e-05  0.018851914
## demo$major2 -0.046375805 -0.03848939 -0.007101208 -3.350950e-02  0.005791976
## demo$major3 -0.085732717 -0.04441520  0.017461988 -3.310029e-02  0.019756436
## demo$major4 -0.021303478 -0.05443219 -0.015861726 -1.346525e-02  0.092445762
## demo$major5  0.001238219  0.01597075  0.017635865  5.561582e-03 -0.014784315
## demo$major6  0.039332593  0.03497428  0.001719590  1.962682e-02 -0.023967806
## demo$major7 -0.002572209 -0.03445747 -0.066556170 -5.494743e-02 -0.031363762
## demo$major8  0.073556867  0.06292218  0.001150289  3.438157e-02 -0.053775438
##                       31          32           33           34           35
## (Intercept)  0.234422411  0.13551328  0.406259932  0.210293578  0.136006257
## demo$major1  0.037164570 -0.02688554  0.037301261  0.027030808  0.002707643
## demo$major2  0.001268126 -0.03848939  0.027492535 -0.004327835 -0.033684883
## demo$major3  0.050031121 -0.04441520  0.072698838  0.033329723 -0.015973535
## demo$major4 -0.020136697 -0.05443219  0.010406735  0.031085733  0.015508895
## demo$major5 -0.004558471  0.01597075  0.001832928 -0.011434238  0.003507357
## demo$major6 -0.015586783  0.03497428 -0.027150862 -0.016281313  0.010480727
## demo$major7 -0.001089078 -0.03445747 -0.008824034 -0.020467275 -0.059815780
## demo$major8 -0.038331153  0.06292218 -0.054210811 -0.039833724  0.019069821
##                      36          37           38          39           40
## (Intercept)  0.19983046  0.14584981  0.139205265  0.13637335  0.143998903
## demo$major1  0.01515016 -0.02091877 -0.028730717 -0.02173401  0.013177572
## demo$major2 -0.01158276 -0.04290641 -0.048643963 -0.02681868 -0.027893210
## demo$major3  0.00549588 -0.02807652 -0.062768842 -0.03292158  0.008501462
## demo$major4  0.06683621 -0.03473870 -0.058124184 -0.02526224 -0.018998903
## demo$major5 -0.01948142  0.01631630  0.005950139  0.01858555  0.011701655
## demo$major6 -0.01548842  0.02923132  0.042224966  0.02555109  0.010747079
## demo$major7 -0.01348786 -0.04377645 -0.012508432 -0.06061578 -0.067933994
## demo$major8 -0.03679328  0.04187245  0.068174846  0.04445578  0.018145003
##                        41            42           43          44           45
## (Intercept)  0.1718855814  0.1718855814  0.131364832  0.12660566  0.306203510
## demo$major1 -0.0333347267 -0.0333347267 -0.013015386 -0.01522885  0.042353106
## demo$major2 -0.0619176857 -0.0619176857 -0.034527334 -0.03430554  0.021062754
## demo$major3 -0.0767691443 -0.0767691443 -0.008849687 -0.02565756  0.068596258
## demo$major4 -0.0436804532 -0.0436804532 -0.013717773 -0.04089137  0.001488798
## demo$major5  0.0021593440  0.0021593440  0.012722181  0.01441252  0.001962422
## demo$major6  0.0456350039  0.0456350039  0.020164004  0.02872846 -0.024944140
## demo$major7  0.0002011395  0.0002011395 -0.055199958 -0.05059215 -0.018936429
## demo$major8  0.0711358685  0.0711358685  0.025785554  0.04040277 -0.056496684
##                       46           47           48           49            50
## (Intercept)  0.143998903  0.517159337  0.159811749  0.176418944  0.1546474170
## demo$major1  0.013177572  0.038358409 -0.005276866  0.005798882  0.0052552630
## demo$major2 -0.027893210  0.042037183 -0.035909899 -0.014801417 -0.0283376425
## demo$major3  0.008501462  0.070818428 -0.058158749  0.010500170 -0.0021470521
## demo$major4 -0.018998903  0.028295209 -0.016954606  0.049387508  0.0328525830
## demo$major5  0.011701655 -0.000600651 -0.004512152 -0.004362508  0.0007356808
## demo$major6  0.010747079 -0.036528622  0.022002600 -0.008695630 -0.0020780329
## demo$major7 -0.067933994  0.011349435 -0.025521209 -0.029232797 -0.0440997497
## demo$major8  0.018145003 -0.061190011  0.052103436 -0.026870374 -0.0019839357
##                       51           52           53           54           55
## (Intercept)  0.211779669  0.208943350  0.208753544  0.194407782  0.149340501
## demo$major1 -0.051725716  0.035648333  0.025248071 -0.049079405 -0.010581024
## demo$major2 -0.046375805 -0.014406179 -0.021290776 -0.048761927 -0.021284362
## demo$major3 -0.085732717  0.034679950  0.015948818 -0.088400124  0.006121287
## demo$major4 -0.021303478 -0.036529557 -0.075420211 -0.023676075 -0.031693443
## demo$major5  0.001238219  0.001309929 -0.003111648  0.002158976  0.025224290
## demo$major6  0.039332593 -0.007853680  0.012303724  0.043245742  0.017703801
## demo$major7 -0.002572209 -0.019117048  0.008839049 -0.004689300 -0.073175627
## demo$major8  0.073556867 -0.010286393  0.012302020  0.076161291  0.029977033
##                       56           57          58          59           60
## (Intercept)  0.196441759  0.149193481  0.13083354  0.13551328  0.398702365
## demo$major1  0.016061704  0.002362295 -0.01871923 -0.02688554  0.044237710
## demo$major2 -0.008194062 -0.028361882 -0.04669669 -0.03848939  0.035050103
## demo$major3  0.027029738 -0.020232188 -0.02172218 -0.04441520  0.080256405
## demo$major4  0.003558241  0.002321671 -0.04511926 -0.05443219  0.017964302
## demo$major5  0.004438233  0.002987221  0.01018464  0.01597075 -0.001657770
## demo$major6  0.003463861  0.007776393  0.03033695  0.03497428 -0.026022382
## demo$major7 -0.047136203 -0.039669671 -0.02779300 -0.03445747 -0.001266467
## demo$major8 -0.019714821  0.014514645  0.04598253  0.06292218 -0.082264010
##                      61          62            63           64            65
## (Intercept)  0.12660566  0.12609253  1.311123e-01  0.207822274  0.1546474170
## demo$major1 -0.01522885 -0.02071100 -3.691263e-05  0.007595448  0.0052552630
## demo$major2 -0.03430554 -0.04613365 -3.350950e-02 -0.008585566 -0.0283376425
## demo$major3 -0.02565756 -0.03768877 -3.310029e-02  0.015649222 -0.0021470521
## demo$major4 -0.04089137 -0.07053697 -1.346525e-02  0.058844392  0.0328525830
## demo$major5  0.01441252  0.01185819  5.561582e-03 -0.007308583  0.0007356808
## demo$major6  0.02872846  0.03835362  1.962682e-02 -0.010249556 -0.0020780329
## demo$major7 -0.05059215 -0.02401916 -5.494743e-02 -0.021479682 -0.0440997497
## demo$major8  0.04040277  0.05956752  3.438157e-02 -0.041323434 -0.0019839357
##                       66           67           68           69           70
## (Intercept)  0.279856238  0.194407782  0.151411041  0.228154334  0.205244596
## demo$major1  0.014763412 -0.049079405  0.008377706  0.010252951  0.005318939
## demo$major2 -0.009367166 -0.048761927 -0.031215069  0.006149304 -0.013976252
## demo$major3  0.004597294 -0.088400124 -0.039016374  0.032567788 -0.008801673
## demo$major4  0.077286619 -0.023676075  0.000104111  0.038512333  0.020561855
## demo$major5 -0.009467267  0.002158976 -0.007596352  0.006809376  0.008638019
## demo$major6 -0.018809929  0.043245742  0.014444044 -0.013020126  0.001792301
## demo$major7 -0.046522904 -0.004689300 -0.041887231 -0.041811741 -0.058058449
## demo$major8 -0.017799145  0.076161291  0.027358064 -0.036217492  0.002599190
##                       71           72           73           74           75
## (Intercept)  0.239861532  0.131364832  0.159092989  0.169285221  0.211779669
## demo$major1  0.010600629 -0.013015386 -0.005046612  0.017022846 -0.051725716
## demo$major2 -0.003091192 -0.034527334 -0.020747734 -0.018249705 -0.046375805
## demo$major3  0.061298865 -0.008849687 -0.028134336  0.017633893 -0.085732717
## demo$major4 -0.067447739 -0.013717773  0.017377599 -0.007994898 -0.021303478
## demo$major5  0.033983045  0.012722181  0.007780898  0.015362310  0.001238219
## demo$major6  0.003870371  0.020164004  0.005121681  0.010821272  0.039332593
## demo$major7 -0.050035230 -0.055199958 -0.050670050 -0.093527645 -0.002572209
## demo$major8 -0.005955993  0.025785554  0.019732965  0.009347537  0.073556867
##                       76           77           78           79          80
## (Intercept)  0.145363632  0.149340501  0.180881464  0.185936140  0.16345741
## demo$major1 -0.010661001 -0.010581024 -0.049897128  0.017005243 -0.02382243
## demo$major2 -0.038283055 -0.021284362 -0.043259165 -0.007892524 -0.02491744
## demo$major3 -0.036455477  0.006121287 -0.076598709  0.037535357 -0.01605507
## demo$major4 -0.002506489 -0.031693443 -0.030881464  0.014063860  0.00320926
## demo$major5  0.005895561  0.025224290  0.007683288  0.004018545  0.01571689
## demo$major6  0.018270856  0.017703801  0.040033745 -0.009174858  0.01354349
## demo$major7 -0.042323091 -0.073175627 -0.011640794 -0.036630584 -0.06138404
## demo$major8  0.044375568  0.029977033  0.074088948 -0.029487973  0.02913982
##                      81           82           83           84           85
## (Intercept)  0.16345741  0.157859091  0.185936140  0.159811749  0.201601504
## demo$major1 -0.02382243 -0.000983160  0.017005243 -0.005276866 -0.011944316
## demo$major2 -0.02491744 -0.023486546 -0.007892524 -0.035909899 -0.011256805
## demo$major3 -0.01605507  0.029847805  0.037535357 -0.058158749  0.021644590
## demo$major4  0.00320926 -0.032859091  0.014063860 -0.016954606  0.024204948
## demo$major5  0.01571689  0.018773945  0.004018545 -0.004512152  0.008118823
## demo$major6  0.01354349  0.008548631 -0.009174858  0.022002600 -0.003825016
## demo$major7 -0.06138404 -0.047311423 -0.036630584 -0.025521209 -0.018701071
## demo$major8  0.02913982  0.004298403 -0.029487973  0.052103436 -0.022233105
##                       86            87           88           89           90
## (Intercept)  0.136006257  0.1896013838  0.517159337  0.180881464  0.311218788
## demo$major1  0.002707643 -0.0084247508  0.038358409 -0.049897128  0.040333072
## demo$major2 -0.033684883 -0.0024703520  0.042037183 -0.043259165  0.016047476
## demo$major3 -0.015973535  0.0330719477  0.070818428 -0.076598709  0.063580980
## demo$major4  0.015508895 -0.0021013838  0.028295209 -0.030881464 -0.003526480
## demo$major5  0.003507357  0.0190554346 -0.000600651  0.007683288 -0.005698358
## demo$major6  0.010480727 -0.0002796178 -0.036528622  0.040033745 -0.026029241
## demo$major7 -0.059815780 -0.0445709578  0.011349435 -0.011640794  0.019526554
## demo$major8  0.019069821 -0.0135082469 -0.061190011  0.074088948 -0.060633613
##                       91           92          93           94           95
## (Intercept)  0.135458716  0.156949362  0.15475739  0.144287262  0.156748484
## demo$major1 -0.003626858 -0.033736104 -0.02707179 -0.027022343 -0.040243104
## demo$major2 -0.046259274 -0.056402308 -0.03534984 -0.049280371 -0.042912394
## demo$major3 -0.029043345 -0.064010873 -0.03502713 -0.047946993 -0.070303502
## demo$major4 -0.017811658 -0.051686204 -0.01962225 -0.033176151 -0.051485326
## demo$major5  0.001215170  0.007944892  0.02032922  0.004189774  0.001637833
## demo$major6  0.021286565  0.042281439  0.02609088  0.034564000  0.043360102
## demo$major7 -0.031516064 -0.006949362 -0.05370158 -0.015898107 -0.006748484
## demo$major8  0.040127681  0.068706620  0.04569272  0.055261771  0.071081410
##                       96          97            98           99          100
## (Intercept)  0.165416595  0.16496186  0.1769244270  0.230349313  0.213526189
## demo$major1  0.013984133 -0.03923261 -0.0170062931  0.011718790 -0.033377056
## demo$major2 -0.014381079 -0.04880967 -0.0418627919  0.006421027 -0.038997120
## demo$major3  0.021502519 -0.06967121 -0.0636994495  0.070811084 -0.055511266
## demo$major4 -0.004126273 -0.03675673 -0.0190296902 -0.057935520 -0.046859522
## demo$major5  0.006980411  0.01194381  0.0007414997  0.026040719  0.003516152
## demo$major6  0.004558760  0.03892227  0.0267919467  0.003520305  0.043665186
## demo$major7 -0.053944734 -0.01726539 -0.0269244270 -0.040523010 -0.028518215
## demo$major8 -0.006028025  0.07152989  0.0587220214 -0.029060371  0.066757097
##                      101         102          103          104           105
## (Intercept)  0.219412479  0.14945170  0.135458716  0.131364832  0.1790773485
## demo$major1  0.016781535 -0.01243394 -0.003626858 -0.013015386 -0.0448887232
## demo$major2 -0.002018165 -0.02575846 -0.046259274 -0.034527334 -0.0414550501
## demo$major3  0.042951221 -0.01827855 -0.029043345 -0.008849687 -0.0879744153
## demo$major4  0.021966832 -0.03180464 -0.017811658 -0.013717773 -0.0290773485
## demo$major5  0.006474056  0.01771980  0.001215170  0.012722181  0.0001817215
## demo$major6 -0.016278762  0.02933993  0.021286565  0.020164004  0.0432905226
## demo$major7 -0.029586176 -0.07328683 -0.031516064 -0.055199958 -0.0098366792
## demo$major8 -0.034168562  0.03313596  0.040127681  0.025785554  0.0760310895
##                      106          107          108          109          110
## (Intercept)  0.398702365  0.172433194  0.249548760  0.178442206  0.176418944
## demo$major1  0.044237710 -0.013927350  0.027128375 -0.017859849  0.005798882
## demo$major2  0.035050103 -0.038745790 -0.001953461 -0.030138439 -0.014801417
## demo$major3  0.080256405 -0.083363254  0.025052555 -0.006669698  0.010500170
## demo$major4  0.017964302 -0.005766527  0.036165526 -0.026927055  0.049387508
## demo$major5 -0.001657770 -0.010048814 -0.012002280  0.003756763 -0.004362508
## demo$major6 -0.026022382  0.026467846 -0.020925859  0.025063085 -0.008695630
## demo$major7 -0.001266467 -0.013741009 -0.016215427 -0.007013635 -0.029232797
## demo$major8 -0.082264010  0.061152639 -0.031714553  0.013559410 -0.026870374
##                       111          112         113          114          115
## (Intercept)  0.1546474170  0.167957365  0.12609253  0.182370024  0.517159337
## demo$major1  0.0052552630 -0.037817343 -0.02071100  0.006704203  0.038358409
## demo$major2 -0.0283376425 -0.038818164 -0.04613365 -0.010900281  0.042037183
## demo$major3 -0.0021470521 -0.066455532 -0.03768877  0.004549090  0.070818428
## demo$major4  0.0328525830 -0.039752237 -0.07053697  0.043436427  0.028295209
## demo$major5  0.0007356808  0.008948305  0.01185819  0.001936936 -0.000600651
## demo$major6 -0.0020780329  0.034797835  0.03835362  0.004396419 -0.036528622
## demo$major7 -0.0440997497 -0.020260888 -0.02401916 -0.070898163  0.011349435
## demo$major8 -0.0019839357  0.068678989  0.05956752 -0.013868960 -0.061190011
##                       116          117           118          119         120
## (Intercept)  0.3459243221  0.180881464  1.969354e-01  0.163334141  0.37184736
## demo$major1  0.0228006318 -0.049897128  2.074603e-03  0.016117525  0.03046909
## demo$major2  0.0195149819 -0.043259165 -2.864807e-02 -0.022150841  0.02018140
## demo$major3  0.0344772267 -0.076598709 -1.867849e-02  0.023584973  0.04212386
## demo$major4  0.0112185350 -0.030881464 -2.046479e-02 -0.002043818  0.06815264
## demo$major5 -0.0025143555  0.007683288 -7.526579e-05  0.009062866 -0.01281669
## demo$major6 -0.0270245117  0.040033745  9.999689e-03 -0.002270777 -0.02789450
## demo$major7  0.0007423445 -0.011640794 -3.295688e-02 -0.051862279 -0.03178002
## demo$major8 -0.0353039421  0.074088948  3.617018e-02 -0.003653877 -0.05276038
##                     121         122          123           124          125
## (Intercept)  0.12660566  0.12609253  0.211779669  0.3105228804  0.148044939
## demo$major1 -0.01522885 -0.02071100 -0.051725716  0.0423604200 -0.003725179
## demo$major2 -0.03430554 -0.04613365 -0.046375805  0.0167433832 -0.032801097
## demo$major3 -0.02565756 -0.03768877 -0.085732717  0.0536948764 -0.030733423
## demo$major4 -0.04089137 -0.07053697 -0.021303478 -0.0028305727 -0.062330654
## demo$major5  0.01441252  0.01185819  0.001238219 -0.0007466423  0.015385699
## demo$major6  0.02872846  0.03835362  0.039332593 -0.0216445072  0.027435791
## demo$major7 -0.05059215 -0.02401916 -0.002572209 -0.0232557997 -0.045004399
## demo$major8  0.04040277  0.05956752  0.073556867 -0.0418179447  0.058333220
##                      126          127          128          129         130
## (Intercept)  0.150873535  0.309793221  0.517159337  0.211779669  0.14795550
## demo$major1 -0.006340096  0.041329516  0.038358409 -0.051725716 -0.03452212
## demo$major2 -0.042396610  0.017473042  0.042037183 -0.046375805 -0.04108805
## demo$major3 -0.035437996  0.065006546  0.070818428 -0.085732717 -0.06865338
## demo$major4 -0.008016392 -0.002100914  0.028295209 -0.021303478 -0.04269234
## demo$major5  0.007793066 -0.001237426 -0.000600651  0.001238219  0.01010115
## demo$major6  0.020455158 -0.015011387 -0.036528622  0.039332593  0.03880713
## demo$major7 -0.047832994 -0.022526141  0.011349435 -0.002572209 -0.02295550
## demo$major8  0.036139023 -0.056788769 -0.061190011  0.073556867  0.07115460
##                      131          132          133          134         135
## (Intercept)  0.315717881  0.187110305  0.197462070  0.156748484  0.12660566
## demo$major1  0.036480586  0.031964991 -0.041650623 -0.040243104 -0.01522885
## demo$major2  0.011548383 -0.020840630 -0.051816215 -0.042912394 -0.03430554
## demo$major3  0.059081887  0.018216030 -0.079423004 -0.070303502 -0.02565756
## demo$major4 -0.008025573 -0.053776972 -0.026730363 -0.051485326 -0.04089137
## demo$major5 -0.002790044  0.004530339  0.005168426  0.001637833  0.01441252
## demo$major6 -0.022390029  0.006355578  0.038301215  0.043360102  0.02872846
## demo$major7  0.015027461 -0.037804750 -0.007743588 -0.006748484 -0.05059215
## demo$major8 -0.049015007  0.013250404  0.071216644  0.071081410  0.04040277
##                     136          137         138           139          140
## (Intercept)  0.16003509  0.187635511  0.14908797  0.2112453793  0.156949362
## demo$major1 -0.03217021 -0.044130225  0.00239745  0.0009137555 -0.033736104
## demo$major2 -0.02149512 -0.056067107 -0.02026653 -0.0034723536 -0.056402308
## demo$major3 -0.02607999 -0.083518676 -0.01812932  0.0497473050 -0.064010873
## demo$major4  0.00663158 -0.037635511 -0.03144091 -0.0112453793 -0.051686204
## demo$major5  0.01229710 -0.001872376  0.01806369  0.0119773433  0.007944892
## demo$major6  0.01911946  0.046581041  0.01716662  0.0011253237  0.042281439
## demo$major7 -0.05796172  0.005414682 -0.07292310 -0.0249027867 -0.006949362
## demo$major8  0.03468303  0.073704972  0.03857305 -0.0345016612  0.068706620
##                     141          142         143          144          145
## (Intercept)  0.14048901  0.131364832  0.15849888  0.139205265  0.353849812
## demo$major1 -0.02513026 -0.013015386 -0.01844500 -0.028730717  0.042384695
## demo$major2 -0.03887084 -0.034527334 -0.04616888 -0.048643963  0.024573504
## demo$major3 -0.02910072 -0.008849687 -0.05361343 -0.062768842  0.060121405
## demo$major4 -0.02937790 -0.013717773 -0.02336375 -0.058124184  0.006150188
## demo$major5  0.01446990  0.012722181  0.00974562  0.005950139  0.002275995
## demo$major6  0.02711143  0.020164004  0.02715094  0.042224966 -0.030674452
## demo$major7 -0.03841564 -0.055199958 -0.03180205 -0.012508432 -0.013782472
## demo$major8  0.04987856  0.025785554  0.05884662  0.068174846 -0.046914291
##                      146          147          148           149          150
## (Intercept)  0.170520555  0.201601504  0.358260541  0.1716894960  0.210818006
## demo$major1 -0.010966518 -0.011944316  0.039265776 -0.0396904734 -0.008025173
## demo$major2 -0.016420118 -0.011256805  0.020162775 -0.0487345874 -0.052189904
## demo$major3  0.017186341  0.021644590  0.066699688 -0.0829222653 -0.100749387
## demo$major4  0.016979445  0.024204948  0.001739459 -0.0434843678 -0.010818006
## demo$major5  0.005795021  0.008118823 -0.006386401 -0.0039973783 -0.021324106
## demo$major6  0.002325897 -0.003825016 -0.024716465  0.0466895614  0.031668698
## demo$major7 -0.025490129 -0.018701071  0.027261345  0.0003972248  0.008776589
## demo$major8 -0.018116663 -0.022233105 -0.067060009  0.0734528446  0.069235612
##                       151         152           153         154         155
## (Intercept)  0.2503256675  0.15315699  0.2111803788  0.15378729  0.15315699
## demo$major1  0.0220998047 -0.03844254  0.0333539229 -0.02007121 -0.03844254
## demo$major2 -0.0124971261 -0.03300050 -0.0060611970 -0.02188510 -0.03300050
## demo$major3 -0.0060220951 -0.05241736  0.0324429215 -0.02081726 -0.05241736
## demo$major4 -0.0089463571 -0.04789383 -0.0387665857 -0.01093015 -0.04789383
## demo$major5 -0.0008253142  0.01141176 -0.0009270994  0.01659515  0.01141176
## demo$major6 -0.0084839243  0.03630052 -0.0005192736  0.01464524  0.03630052
## demo$major7 -0.0220378263 -0.02815699 -0.0213540760 -0.04652378 -0.02815699
## demo$major8  0.0112660884  0.06595311 -0.0128582541  0.02615441  0.06595311
##                      156          157          158           159          160
## (Intercept)  0.517159337  0.211779669  0.211779669  1.550577e-01  0.248875897
## demo$major1  0.038358409 -0.051725716 -0.051725716 -2.848719e-02  0.023406481
## demo$major2  0.042037183 -0.046375805 -0.046375805 -5.451060e-02  0.010624164
## demo$major3  0.070818428 -0.085732717 -0.085732717 -7.593868e-02  0.054953661
## demo$major4  0.028295209 -0.021303478 -0.021303478 -4.979450e-02  0.036838389
## demo$major5 -0.000600651  0.001238219  0.001238219  7.662709e-05  0.005046062
## demo$major6 -0.036528622  0.039332593  0.039332593  4.569402e-02 -0.011503545
## demo$major7  0.011349435 -0.002572209 -0.002572209 -5.057658e-03 -0.055542564
## demo$major8 -0.061190011  0.073556867  0.073556867  7.074999e-02 -0.056758849
##                      161          162          163          164           165
## (Intercept)  0.143998903  0.156748484  0.164765777  0.148303590  1.311123e-01
## demo$major1  0.013177572 -0.040243104 -0.045588356 -0.016335633 -3.691263e-05
## demo$major2 -0.027893210 -0.042912394 -0.035626576 -0.033781249 -3.350950e-02
## demo$major3  0.008501462 -0.070303502 -0.075824330 -0.007170293 -3.310029e-02
## demo$major4 -0.018998903 -0.051485326 -0.036560649 -0.062589305 -1.346525e-02
## demo$major5  0.011701655  0.001637833  0.005787085  0.022339524  5.561582e-03
## demo$major6  0.010747079  0.043360102  0.039976827  0.027943145  1.962682e-02
## demo$major7 -0.067933994 -0.006748484 -0.017069300 -0.045263050 -5.494743e-02
## demo$major8  0.018145003  0.071081410  0.073846861  0.049990155  3.438157e-02
##                      166          167          168         169          170
## (Intercept)  0.142803334  0.178405778  0.149438600  0.27609845  0.143998903
## demo$major1 -0.020707074  0.007441953 -0.011006429  0.03095626  0.013177572
## demo$major2 -0.052242032 -0.019077317 -0.029420229  0.01614415 -0.027893210
## demo$major3 -0.051898046  0.044840316  0.004747329  0.07203693  0.008501462
## demo$major4 -0.061722253 -0.081631584  0.002076552 -0.01683919 -0.018998903
## demo$major5  0.005694071  0.026099564  0.010367375  0.01877213  0.011701655
## demo$major6  0.042044771  0.010146451  0.008346228 -0.01654894  0.010747079
## demo$major7 -0.016106501 -0.031219631 -0.039914790 -0.03759270 -0.067933994
## demo$major8  0.062506383  0.007074704  0.005649771 -0.04448845  0.018145003
##                      171          172          173          174         175
## (Intercept)  0.186292981  0.136006257  0.248875897  0.151466163  0.17303555
## demo$major1  0.025827398  0.002707643  0.023406481 -0.026686628 -0.04164296
## demo$major2 -0.019238376 -0.033684883  0.010624164 -0.044598714 -0.03090934
## demo$major3  0.019033355 -0.015973535  0.054953661 -0.058052540 -0.05061950
## demo$major4  0.013707019  0.015508895  0.036838389 -0.046203005 -0.04483042
## demo$major5 -0.005577643  0.003507357  0.005046062  0.009850557  0.01022680
## demo$major6 -0.008847942  0.010480727 -0.011503545  0.038634442  0.03235386
## demo$major7 -0.036987425 -0.059815780 -0.055542564 -0.026466163 -0.02533908
## demo$major8 -0.012715552  0.019069821 -0.056758849  0.065621692  0.06360080
##                       176         177          178          179          180
## (Intercept)  0.1797329049  0.13637335  0.214137063  0.178442206  0.348300377
## demo$major1 -0.0006534919 -0.02173401  0.021091041 -0.017859849  0.045419040
## demo$major2 -0.0098224336 -0.02681868  0.003257251 -0.030138439  0.030122939
## demo$major3  0.0435131887 -0.03292158  0.048226637 -0.006669698  0.076659852
## demo$major4 -0.0184425823 -0.02526224  0.027242247 -0.026927055  0.011699623
## demo$major5  0.0142786094  0.01858555  0.007736997  0.003756763 -0.001364508
## demo$major6  0.0022924230  0.02555109 -0.009826264  0.025063085 -0.027497552
## demo$major7 -0.0325467577 -0.06061578 -0.062772299 -0.007013635 -0.008233036
## demo$major8 -0.0203292623  0.04445578 -0.040729149  0.013559410 -0.074970609
##                      181         182          183          184          185
## (Intercept)  0.170520555  0.12660566  0.131364832  0.149438600  0.169285221
## demo$major1 -0.010966518 -0.01522885 -0.013015386 -0.011006429  0.017022846
## demo$major2 -0.016420118 -0.03430554 -0.034527334 -0.029420229 -0.018249705
## demo$major3  0.017186341 -0.02565756 -0.008849687  0.004747329  0.017633893
## demo$major4  0.016979445 -0.04089137 -0.013717773  0.002076552 -0.007994898
## demo$major5  0.005795021  0.01441252  0.012722181  0.010367375  0.015362310
## demo$major6  0.002325897  0.02872846  0.020164004  0.008346228  0.010821272
## demo$major7 -0.025490129 -0.05059215 -0.055199958 -0.039914790 -0.093527645
## demo$major8 -0.018116663  0.04040277  0.025785554  0.005649771  0.009347537
##                      186          187          188          189           190
## (Intercept)  0.188449940  0.130574893  0.155882824  0.159092989  0.1546474170
## demo$major1  0.023616417 -0.006108781  0.004682291 -0.005046612  0.0052552630
## demo$major2 -0.011191254 -0.045716538 -0.044344860 -0.020747734 -0.0283376425
## demo$major3  0.016876395 -0.045285308 -0.034830149 -0.028134336 -0.0021470521
## demo$major4  0.011550060 -0.044860607 -0.004367672  0.017377599  0.0328525830
## demo$major5 -0.007734602  0.003230814 -0.012068135  0.007780898  0.0007356808
## demo$major6 -0.001775001  0.029829595  0.016158441  0.005121681 -0.0020780329
## demo$major7 -0.039144385 -0.027534352 -0.017787586 -0.050670050 -0.0440997497
## demo$major8 -0.015184664  0.054325599  0.033280735  0.019732965 -0.0019839357
##                      191          192           193         194          195
## (Intercept)  0.517159337  0.151866355  0.1790773485  0.16496186  0.235624729
## demo$major1  0.038358409 -0.004305522 -0.0448887232 -0.03923261  0.007409284
## demo$major2  0.042037183 -0.037696924 -0.0414550501 -0.04880967  0.001145612
## demo$major3  0.070818428 -0.003631831 -0.0879744153 -0.06967121  0.065535669
## demo$major4  0.028295209 -0.151866355 -0.0290773485 -0.03675673 -0.063210936
## demo$major5 -0.000600651  0.026435684  0.0001817215  0.01194381  0.024777778
## demo$major6 -0.036528622  0.041964608  0.0432905226  0.03892227 -0.002932194
## demo$major7  0.011349435 -0.015665638 -0.0098366792 -0.01726539 -0.007336887
## demo$major8 -0.061190011  0.064114772  0.0760310895  0.07152989 -0.022499784
##                       196          197          198         199          200
## (Intercept)  0.2662061955  0.150375976  0.165741018  0.12609253  0.156748484
## demo$major1  0.0420778919 -0.018851826  0.022517488 -0.02071100 -0.040243104
## demo$major2  0.0136140418 -0.035086097 -0.025287512 -0.04613365 -0.042912394
## demo$major3  0.0618728914 -0.010799461  0.003591516 -0.03768877 -0.070303502
## demo$major4 -0.0069469362 -0.032728917 -0.004450695 -0.07053697 -0.051485326
## demo$major5 -0.0007835107  0.005988303 -0.002272583  0.01185819  0.001637833
## demo$major6 -0.0165549613  0.025403095  0.004867416  0.03835362  0.043360102
## demo$major7 -0.0277004484 -0.014175259 -0.054269156 -0.02401916 -0.006748484
## demo$major8 -0.0507682183  0.024980522  0.010126969  0.05956752  0.071081410
##                       201           202         203          204          205
## (Intercept)  0.1776778933  0.1546474170  0.12660566  0.143998903  0.159092989
## demo$major1  0.0001410364  0.0052552630 -0.01522885  0.013177572 -0.005046612
## demo$major2 -0.0183191602 -0.0283376425 -0.03430554 -0.027893210 -0.020747734
## demo$major3 -0.0003825994 -0.0021470521 -0.02565756  0.008501462 -0.028134336
## demo$major4 -0.0012073051  0.0328525830 -0.04089137 -0.018998903  0.017377599
## demo$major5  0.0150155533  0.0007356808  0.01441252  0.011701655  0.007780898
## demo$major6  0.0044960043 -0.0020780329  0.02872846  0.010747079  0.005121681
## demo$major7 -0.0737352410 -0.0440997497 -0.05059215 -0.067933994 -0.050670050
## demo$major8  0.0224258290 -0.0019839357  0.04040277  0.018145003  0.019732965
##                      206          207         208         209           210
## (Intercept)  0.211779669  0.171384769  0.14048901  0.16204281  0.1797329049
## demo$major1 -0.051725716 -0.030161376 -0.02513026  0.00689953 -0.0006534919
## demo$major2 -0.046375805 -0.042245569 -0.03887084 -0.03199462 -0.0098224336
## demo$major3 -0.085732717 -0.056111574 -0.02910072 -0.01549494  0.0435131887
## demo$major4 -0.021303478 -0.043179641 -0.02937790 -0.07113372 -0.0184425823
## demo$major5  0.001238219  0.008702976  0.01446990  0.01435132  0.0142786094
## demo$major6  0.039332593  0.034632155  0.02711143  0.03140131  0.0022924230
## demo$major7 -0.002572209 -0.023688292 -0.03841564 -0.05728091 -0.0325467577
## demo$major8  0.073556867  0.063275300  0.04987856  0.04750149 -0.0203292623
##                      211          212          213          214          215
## (Intercept)  0.140225338  0.161634769  0.410079026  0.517159337  0.197185112
## demo$major1 -0.012867451 -0.016964368  0.038860850  0.038358409  0.022892850
## demo$major2 -0.037925819 -0.035699318  0.023673441  0.042037183 -0.012861213
## demo$major3 -0.052014367 -0.050255810  0.057451173  0.070818428  0.008219754
## demo$major4 -0.029114227 -0.026499634  0.006587641  0.028295209 -0.035894790
## demo$major5  0.007711158  0.006609736 -0.006412296 -0.000600651  0.009798584
## demo$major6  0.026631392  0.022817837 -0.030566583 -0.036528622  0.003611281
## demo$major7 -0.038151973 -0.034937936  0.034975919  0.011349435 -0.049998965
## demo$major8  0.057983201  0.055869995 -0.056942949 -0.061190011  0.019160233
##                      216          217          218         219         220
## (Intercept)  0.157824600  0.365289655  0.517159337  0.14922054  0.13551328
## demo$major1 -0.022512390  0.029771144  0.038358409 -0.02971738 -0.02688554
## demo$major2 -0.035783462  0.026739103  0.042037183 -0.02981299 -0.03848939
## demo$major3 -0.008969296  0.081241595  0.070818428 -0.05812246 -0.04441520
## demo$major4 -0.072110315 -0.005289655  0.028295209 -0.01408541 -0.05443219
## demo$major5  0.013203514  0.016903912 -0.000600651  0.01251990  0.01597075
## demo$major6  0.032894019 -0.021934321 -0.036528622  0.02976731  0.03497428
## demo$major7 -0.027757033 -0.025222314  0.011349435 -0.04816474 -0.03445747
## demo$major8  0.049900332 -0.053985475 -0.061190011  0.05345922  0.06292218
##                     221          222         223          224          225
## (Intercept)  0.13083354  0.211779669  0.16496186  0.166511602  0.517159337
## demo$major1 -0.01871923 -0.051725716 -0.03923261 -0.041195680  0.038358409
## demo$major2 -0.04669669 -0.046375805 -0.04880967 -0.024541670  0.042037183
## demo$major3 -0.02172218 -0.085732717 -0.06967121 -0.065771971  0.070818428
## demo$major4 -0.04511926 -0.021303478 -0.03675673 -0.008616865  0.028295209
## demo$major5  0.01018464  0.001238219  0.01194381  0.008057151 -0.000600651
## demo$major6  0.03033695  0.039332593  0.03892227  0.031229075 -0.036528622
## demo$major7 -0.02779300 -0.002572209 -0.01726539 -0.041511602  0.011349435
## demo$major8  0.04598253  0.073556867  0.07152989  0.056741634 -0.061190011
##                      226           227          228         229          230
## (Intercept)  0.184285165  0.3590804229  0.141135747  0.13551328  0.135458716
## demo$major1 -0.015304854  0.0403238276 -0.007170615 -0.02688554 -0.003626858
## demo$major2 -0.014478683  0.0193428929 -0.025891905 -0.03848939 -0.046259274
## demo$major3  0.002200169  0.0548907945 -0.040390858 -0.04441520 -0.029043345
## demo$major4 -0.041428022  0.0009195771  0.001721396 -0.05443219 -0.017811658
## demo$major5  0.023129617 -0.0058594817  0.010123446  0.01597075  0.001215170
## demo$major6  0.011479991 -0.0317964878  0.016662364  0.03497428  0.021286565
## demo$major7 -0.049994624  0.0264414626 -0.065122233 -0.03445747 -0.031516064
## demo$major8  0.024391481 -0.0511705990  0.038795800  0.06292218  0.040127681
##                      231           232          233         234          235
## (Intercept)  0.399629008  0.1622526975  0.254850340  0.14474211  0.160519832
## demo$major1  0.045323139 -0.0388896897  0.017569638 -0.02608513 -0.026846008
## demo$major2  0.034123459 -0.0434242998  0.009308733 -0.05418081 -0.055296876
## demo$major3  0.067901190 -0.0561066055  0.027281639 -0.03967351 -0.061892537
## demo$major4  0.017037658 -0.0271175624  0.055494487 -0.06366103 -0.025384697
## demo$major5 -0.001090483 -0.0001655497 -0.003319278  0.01375946 -0.001766017
## demo$major6 -0.033611914  0.0359604647 -0.025664170  0.03854854  0.038352800
## demo$major7 -0.002193111 -0.0099148393 -0.026562499 -0.01804528 -0.008181974
## demo$major8 -0.065333511  0.0586553382 -0.036343010  0.06040835  0.058317810
##                      236          237          238          239          240
## (Intercept)  0.135458716  0.160252097  0.136006257  0.275965853  0.316447540
## demo$major1 -0.003626858 -0.014912115  0.002707643  0.037465829  0.037511490
## demo$major2 -0.046259274 -0.054384673 -0.033684883  0.003854384  0.010818724
## demo$major3 -0.029043345 -0.084191614 -0.015973535  0.041909152  0.047770217
## demo$major4 -0.017811658 -0.025116962  0.015508895 -0.016706594 -0.008755232
## demo$major5  0.001215170 -0.008340388  0.003507357 -0.004834356 -0.002299260
## demo$major6  0.021286565  0.037897851  0.010480727 -0.020435597 -0.029023149
## demo$major7 -0.031516064 -0.007914239 -0.059815780  0.004206561  0.014297802
## demo$major8  0.040127681  0.066197326  0.019069821 -0.029517959 -0.034044183
##                      241           242          243          244          245
## (Intercept)  0.135458716  0.2662061955  0.401274724  0.173536365  0.192595153
## demo$major1 -0.003626858  0.0420778919  0.041665350 -0.044816307 -0.015083932
## demo$major2 -0.046259274  0.0136140418  0.032477743 -0.050581456 -0.007145984
## demo$major3 -0.029043345  0.0618728914  0.077684046 -0.071277071  0.017861284
## demo$major4 -0.017811658 -0.0069469362  0.015391943 -0.045331237 -0.016124565
## demo$major5  0.001215170 -0.0007835107 -0.001515198  0.003683163  0.019788687
## demo$major6  0.021286565 -0.0165549613 -0.031357058  0.043356706  0.008612534
## demo$major7 -0.031516064 -0.0277004484 -0.003838827 -0.001449644 -0.056394436
## demo$major8  0.040127681 -0.0507682183 -0.066979227  0.071461369  0.007278670
##                      246          247          248         249         250
## (Intercept)  0.178405778  0.316447540  0.243069236  0.14835156  0.15844938
## demo$major1  0.007441953  0.037511490  0.029039394 -0.01811740 -0.02891697
## demo$major2 -0.019077317  0.010818724  0.004526063 -0.03817685 -0.04550441
## demo$major3  0.044840316  0.047770217  0.060760322 -0.03083684 -0.05338077
## demo$major4 -0.081631584 -0.008755232 -0.028783521 -0.06263728 -0.02331424
## demo$major5  0.026099564 -0.002299260  0.008630501  0.01497504  0.01030861
## demo$major6  0.010146451 -0.029023149 -0.009865230  0.03922112  0.03334157
## demo$major7 -0.031219631  0.014297802 -0.009735902 -0.04531102 -0.03175254
## demo$major8  0.007074704 -0.034044183 -0.043204579  0.05309810  0.05094539
##                      251         252           253          254          255
## (Intercept)  0.228631218  0.12609253  0.1961053624  0.164765777  0.136006257
## demo$major1  0.017248076 -0.02071100  0.0083974421 -0.045588356  0.002707643
## demo$major2 -0.011236904 -0.04613365 -0.0004696585 -0.035626576 -0.033684883
## demo$major3  0.033732481 -0.03768877  0.0268860838 -0.075824330 -0.015973535
## demo$major4  0.012748092 -0.07053697  0.0297010892 -0.036560649  0.015508895
## demo$major5  0.012745518  0.01185819  0.0093130783  0.005787085  0.003507357
## demo$major6 -0.004904949  0.03835362 -0.0113809405  0.039976827  0.010480727
## demo$major7 -0.077266454 -0.02401916 -0.0489192152 -0.017069300 -0.059815780
## demo$major8 -0.006328190  0.05956752 -0.0220245797  0.073846861  0.019069821
##                      256         257         258          259          260
## (Intercept)  0.130574893  0.32236227  0.21203013  0.159835291  0.517159337
## demo$major1 -0.006108781  0.02747476 -0.00139473 -0.013664303  0.038358409
## demo$major2 -0.045716538  0.01789101 -0.00425710 -0.029136144  0.042037183
## demo$major3 -0.045285308  0.07322359  0.04896256 -0.050927136  0.070818428
## demo$major4 -0.044860607 -0.01466996 -0.01203013  0.040164709  0.028295209
## demo$major5  0.003230814  0.01928023  0.01698970  0.002234713 -0.000600651
## demo$major6  0.029829595 -0.01966591 -0.00411288  0.012769835 -0.036528622
## demo$major7 -0.027534352 -0.03509519 -0.02568753 -0.056794750  0.011349435
## demo$major8  0.054325599 -0.03668769 -0.02457168  0.034366151 -0.061190011
##                      261          262          263         264         265
## (Intercept)  0.131364832  0.271897751  0.271897751  0.15642196  0.15789327
## demo$major1 -0.013015386  0.037422812  0.037422812 -0.03048832 -0.02559116
## demo$major2 -0.034527334  0.007922487  0.007922487 -0.03626547 -0.02488028
## demo$major3 -0.008849687  0.056181336  0.056181336 -0.04283961 -0.03166951
## demo$major4 -0.013717773 -0.012638491 -0.012638491 -0.05115880 -0.02275814
## demo$major5  0.012722181 -0.002228242 -0.002228242  0.01465473  0.01719334
## demo$major6  0.020164004 -0.023596420 -0.023596420  0.03099569  0.02175778
## demo$major7 -0.055199958  0.008274663  0.008274663 -0.03142196 -0.05683747
## demo$major8  0.025785554 -0.043444011 -0.043444011  0.06066590  0.04271609
##                      266          267         268          269         270
## (Intercept)  0.197462070  0.151411041  0.13637335  0.176418944  0.12609253
## demo$major1 -0.041650623  0.008377706 -0.02173401  0.005798882 -0.02071100
## demo$major2 -0.051816215 -0.031215069 -0.02681868 -0.014801417 -0.04613365
## demo$major3 -0.079423004 -0.039016374 -0.03292158  0.010500170 -0.03768877
## demo$major4 -0.026730363  0.000104111 -0.02526224  0.049387508 -0.07053697
## demo$major5  0.005168426 -0.007596352  0.01858555 -0.004362508  0.01185819
## demo$major6  0.038301215  0.014444044  0.02555109 -0.008695630  0.03835362
## demo$major7 -0.007743588 -0.041887231 -0.06061578 -0.029232797 -0.02401916
## demo$major8  0.071216644  0.027358064  0.04445578 -0.026870374  0.05956752
##                     271          272          273           274          275
## (Intercept)  0.12660566  0.311218788  0.145363632  0.1716894960  0.207822274
## demo$major1 -0.01522885  0.040333072 -0.010661001 -0.0396904734  0.007595448
## demo$major2 -0.03430554  0.016047476 -0.038283055 -0.0487345874 -0.008585566
## demo$major3 -0.02565756  0.063580980 -0.036455477 -0.0829222653  0.015649222
## demo$major4 -0.04089137 -0.003526480 -0.002506489 -0.0434843678  0.058844392
## demo$major5  0.01441252 -0.005698358  0.005895561 -0.0039973783 -0.007308583
## demo$major6  0.02872846 -0.026029241  0.018270856  0.0466895614 -0.010249556
## demo$major7 -0.05059215  0.019526554 -0.042323091  0.0003972248 -0.021479682
## demo$major8  0.04040277 -0.060633613  0.044375568  0.0734528446 -0.041323434
##                     276         277          278          279          280
## (Intercept)  0.27706805  0.14795550  0.172433194  0.263854368  0.141394398
## demo$major1  0.03424374 -0.03452212 -0.013927350  0.021394081 -0.019781069
## demo$major2  0.01517455 -0.04108805 -0.038745790  0.006634704 -0.026872057
## demo$major3  0.05101104 -0.06865338 -0.083363254  0.020599164 -0.016827727
## demo$major4  0.05626529 -0.04269234 -0.005766527  0.093288489  0.001462745
## demo$major5 -0.01164536  0.01010115 -0.010048814 -0.020290794  0.017077271
## demo$major6 -0.01925318  0.03880713  0.026467846 -0.018250622  0.017169719
## demo$major7 -0.03856230 -0.02295550 -0.013741009 -0.030521034 -0.065380884
## demo$major8 -0.06894385  0.07115460  0.061152639 -0.064605964  0.030452736
##                      281          282          283         284         285
## (Intercept)  0.176743366  0.144536199  0.275313129  0.13551328  0.15849888
## demo$major1  0.014332237 -0.032750756  0.036461553 -0.02688554 -0.01844500
## demo$major2 -0.025707850 -0.040369456  0.004507108 -0.03848939 -0.04616888
## demo$major3 -0.007410832 -0.046112115  0.052765958 -0.04441520 -0.05361343
## demo$major4  0.049063085 -0.063455118 -0.016053870 -0.05443219 -0.02336375
## demo$major5 -0.013615502  0.007294538 -0.005292743  0.01597075  0.00974562
## demo$major6 -0.008386974  0.039652436 -0.014197526  0.03497428  0.02715094
## demo$major7 -0.029557219 -0.017839367  0.004859285 -0.03445747 -0.03180205
## demo$major8 -0.010715380  0.062843911 -0.043672073  0.06292218  0.05884662
##                       286          287         288          289         290
## (Intercept)  0.2060318049  0.186685210  0.14048901  0.165416595  0.13637335
## demo$major1  0.0160530684  0.006076484 -0.02513026  0.013984133 -0.02173401
## demo$major2 -0.0075800263 -0.017821030 -0.03887084 -0.014381079 -0.02681868
## demo$major3 -0.0007054695 -0.016279780 -0.02910072  0.021502519 -0.03292158
## demo$major4  0.0606348617  0.063314790 -0.02937790 -0.004126273 -0.02526224
## demo$major5 -0.0128635212 -0.007916434  0.01446990  0.006980411  0.01858555
## demo$major6 -0.0018941510 -0.010613911  0.02711143  0.004558760  0.02555109
## demo$major7 -0.0567262494 -0.041654784 -0.03841564 -0.053944734 -0.06061578
## demo$major8 -0.0233239416 -0.004208961  0.04987856 -0.006028025  0.04445578
##                      291          292          293         294         295
## (Intercept)  0.201664640  0.149438600  0.173536365  0.15378729  0.14474211
## demo$major1 -0.048644381 -0.011006429 -0.044816307 -0.02007121 -0.02608513
## demo$major2 -0.030587913 -0.029420229 -0.050581456 -0.02188510 -0.05418081
## demo$major3 -0.064675798  0.004747329 -0.071277071 -0.02081726 -0.03967351
## demo$major4 -0.001664640  0.002076552 -0.045331237 -0.01093015 -0.06366103
## demo$major5  0.008837334  0.010367375  0.003683163  0.01659515  0.01375946
## demo$major6  0.027769793  0.008346228  0.043356706  0.01464524  0.03854854
## demo$major7 -0.032423971 -0.039914790 -0.001449644 -0.04652378 -0.01804528
## demo$major8  0.055328016  0.005649771  0.071461369  0.02615441  0.06040835
##                      296           297          298         299          300
## (Intercept)  0.234422411  1.311123e-01  0.139121863  0.13637335  0.211779669
## demo$major1  0.037164570 -3.691263e-05 -0.003330689 -0.02173401 -0.051725716
## demo$major2  0.001268126 -3.350950e-02 -0.028955709 -0.02681868 -0.046375805
## demo$major3  0.050031121 -3.310029e-02  0.015064065 -0.03292158 -0.085732717
## demo$major4 -0.020136697 -1.346525e-02 -0.048212772 -0.02526224 -0.021303478
## demo$major5 -0.004558471  5.561582e-03  0.020980737  0.01858555  0.001238219
## demo$major6 -0.015586783  1.962682e-02  0.020769011  0.02555109  0.039332593
## demo$major7 -0.001089078 -5.494743e-02 -0.062931387 -0.06061578 -0.002572209
## demo$major8 -0.038331153  3.438157e-02  0.025112830  0.04445578  0.073556867
##                      301           302         303           304          305
## (Intercept)  0.164765777  0.2288272438  0.15315699  0.3647948579  0.196652971
## demo$major1 -0.045588356 -0.0066495933 -0.03844254  0.0284090258  0.013863129
## demo$major2 -0.035626576  0.0001388746 -0.03300050  0.0273673819 -0.035765238
## demo$major3 -0.075824330  0.0321654405 -0.05241736  0.0528567193  0.009006542
## demo$major4 -0.036560649  0.0378394229 -0.04789383  0.0198205267 -0.099878778
## demo$major5  0.005787085  0.0068484244  0.01141176  0.0003360903  0.016055064
## demo$major6  0.039976827  0.0010061738  0.03630052 -0.0265104178  0.026210669
## demo$major7 -0.017069300 -0.0424846512 -0.02815699  0.0094287446 -0.019163794
## demo$major8  0.073846861 -0.0426409393  0.06595311 -0.0563144641  0.041722638
##                     306          307          308          309           310
## (Intercept)  0.13551328  0.167052202  0.156955866  0.279808402  0.1904555799
## demo$major1 -0.02688554  0.003534374  0.011457025  0.029809029 -0.0001753389
## demo$major2 -0.03848939 -0.023415275 -0.031326364  0.016148224 -0.0131696759
## demo$major3 -0.04441520 -0.029659658 -0.021516871  0.044500029 -0.0045022773
## demo$major4 -0.05443219  0.045069010  0.030544134  0.005905884 -0.0139849917
## demo$major5  0.01597075 -0.004819600 -0.010210874 -0.001610420  0.0145151325
## demo$major6  0.03497428  0.002194960  0.004816716 -0.019572451  0.0018846685
## demo$major7 -0.03445747 -0.057528393 -0.046408199 -0.006475069 -0.0542548631
## demo$major8  0.06292218  0.016841264  0.011311562 -0.045343658  0.0180027887
##                      311          312
## (Intercept)  0.333682771  0.517159337
## demo$major1  0.019354179  0.038358409
## demo$major2  0.019557519  0.042037183
## demo$major3  0.061903089  0.070818428
## demo$major4  0.050932614  0.028295209
## demo$major5  0.007959731 -0.000600651
## demo$major6 -0.022404557 -0.036528622
## demo$major7 -0.046415690  0.011349435
## demo$major8 -0.055637279 -0.061190011
## 
## $f.perms
##              [,1]
##    [1,] 0.6463467
##    [2,] 1.6804901
##    [3,] 1.0706005
##    [4,] 0.8294490
##    [5,] 0.7843105
##    [6,] 1.5227073
##    [7,] 1.2567828
##    [8,] 1.7418266
##    [9,] 1.4865588
##   [10,] 1.8253932
##   [11,] 2.3522546
##   [12,] 0.3860546
##   [13,] 1.1468599
##   [14,] 0.8597934
##   [15,] 1.1146785
##   [16,] 0.8353424
##   [17,] 1.2124107
##   [18,] 1.3919826
##   [19,] 1.4031558
##   [20,] 0.7500681
##   [21,] 0.6851069
##   [22,] 0.5317476
##   [23,] 0.5796656
##   [24,] 0.5218969
##   [25,] 1.0341285
##   [26,] 1.1288909
##   [27,] 0.8338553
##   [28,] 1.4121854
##   [29,] 0.7740954
##   [30,] 0.6984408
##   [31,] 1.5133389
##   [32,] 0.6629191
##   [33,] 0.7680018
##   [34,] 0.7799383
##   [35,] 0.8378162
##   [36,] 1.3348275
##   [37,] 0.9456808
##   [38,] 0.9702882
##   [39,] 0.7584893
##   [40,] 0.6097616
##   [41,] 0.6550079
##   [42,] 0.9259365
##   [43,] 0.7354450
##   [44,] 0.8639120
##   [45,] 0.7573028
##   [46,] 0.5905688
##   [47,] 0.7805508
##   [48,] 1.1044737
##   [49,] 1.1230357
##   [50,] 0.5550834
##   [51,] 1.1743684
##   [52,] 2.8175711
##   [53,] 0.7486911
##   [54,] 1.3743504
##   [55,] 0.3480966
##   [56,] 0.7629069
##   [57,] 0.6993867
##   [58,] 0.8743902
##   [59,] 0.9817540
##   [60,] 1.5044358
##   [61,] 1.4078581
##   [62,] 0.9017760
##   [63,] 1.6543881
##   [64,] 1.3295539
##   [65,] 0.7548650
##   [66,] 0.9297650
##   [67,] 1.0124151
##   [68,] 0.6774967
##   [69,] 1.9710821
##   [70,] 1.1934766
##   [71,] 0.4703603
##   [72,] 0.8754622
##   [73,] 0.8128056
##   [74,] 0.6233564
##   [75,] 0.3544556
##   [76,] 1.6392509
##   [77,] 0.6683922
##   [78,] 0.7755675
##   [79,] 0.8353752
##   [80,] 1.3238102
##   [81,] 0.7508455
##   [82,] 0.4978861
##   [83,] 1.0796604
##   [84,] 0.6128032
##   [85,] 0.8073195
##   [86,] 1.6437722
##   [87,] 0.5235725
##   [88,] 0.6132167
##   [89,] 0.9525855
##   [90,] 0.5020320
##   [91,] 1.1056299
##   [92,] 1.3952206
##   [93,] 0.7854484
##   [94,] 1.3648862
##   [95,] 1.0900249
##   [96,] 0.5532790
##   [97,] 0.5128765
##   [98,] 0.7395109
##   [99,] 1.1519753
##  [100,] 0.9465895
##  [101,] 2.2620788
##  [102,] 0.4407231
##  [103,] 1.6691674
##  [104,] 1.0150359
##  [105,] 0.6447678
##  [106,] 0.6863690
##  [107,] 0.5209794
##  [108,] 0.9420509
##  [109,] 0.5378679
##  [110,] 0.9024433
##  [111,] 0.9219775
##  [112,] 0.8920435
##  [113,] 1.0242106
##  [114,] 0.9348632
##  [115,] 0.9291280
##  [116,] 0.4029885
##  [117,] 2.3081625
##  [118,] 0.7040001
##  [119,] 0.8383385
##  [120,] 1.2722101
##  [121,] 1.2042715
##  [122,] 1.0659369
##  [123,] 0.8022861
##  [124,] 0.6418532
##  [125,] 0.8390392
##  [126,] 0.8386769
##  [127,] 0.7935911
##  [128,] 0.9441567
##  [129,] 0.8545806
##  [130,] 0.8678059
##  [131,] 0.5013512
##  [132,] 0.8734246
##  [133,] 0.6107008
##  [134,] 2.0188907
##  [135,] 0.5488440
##  [136,] 0.8078254
##  [137,] 0.5278823
##  [138,] 1.1523303
##  [139,] 1.1531181
##  [140,] 1.3178171
##  [141,] 1.4339161
##  [142,] 0.7973542
##  [143,] 0.6246440
##  [144,] 0.6194404
##  [145,] 0.9779031
##  [146,] 0.9443525
##  [147,] 0.9897279
##  [148,] 1.5975332
##  [149,] 0.8529101
##  [150,] 0.8089891
##  [151,] 0.9569584
##  [152,] 1.4565290
##  [153,] 0.7959016
##  [154,] 0.9124689
##  [155,] 0.9821845
##  [156,] 0.7678187
##  [157,] 0.7286647
##  [158,] 1.0609692
##  [159,] 0.6471551
##  [160,] 1.4256173
##  [161,] 0.7826134
##  [162,] 1.1260305
##  [163,] 0.7865540
##  [164,] 0.6336991
##  [165,] 1.1350476
##  [166,] 2.0781942
##  [167,] 0.7590850
##  [168,] 0.7507231
##  [169,] 0.8467274
##  [170,] 1.9095064
##  [171,] 2.0877273
##  [172,] 1.4334984
##  [173,] 0.6500705
##  [174,] 2.1397706
##  [175,] 1.8448829
##  [176,] 1.1005278
##  [177,] 1.2616476
##  [178,] 0.8309336
##  [179,] 0.9988131
##  [180,] 0.8443069
##  [181,] 1.7439991
##  [182,] 0.7449492
##  [183,] 1.5571220
##  [184,] 2.2469187
##  [185,] 0.7693444
##  [186,] 0.5305155
##  [187,] 1.2670719
##  [188,] 0.7458496
##  [189,] 0.5152781
##  [190,] 1.5188453
##  [191,] 3.0107820
##  [192,] 0.9778594
##  [193,] 0.8452983
##  [194,] 0.9865032
##  [195,] 0.8194487
##  [196,] 0.9862969
##  [197,] 0.7770784
##  [198,] 1.0571978
##  [199,] 0.5851469
##  [200,] 1.0538998
##  [201,] 1.2613062
##  [202,] 0.4399675
##  [203,] 1.0816562
##  [204,] 1.2771307
##  [205,] 0.6556056
##  [206,] 0.9824828
##  [207,] 0.8269361
##  [208,] 0.8674272
##  [209,] 0.7749621
##  [210,] 0.8865042
##  [211,] 1.0782963
##  [212,] 1.2692077
##  [213,] 0.5178161
##  [214,] 0.8819889
##  [215,] 0.7858615
##  [216,] 0.4271712
##  [217,] 0.5607034
##  [218,] 0.9511163
##  [219,] 1.2012767
##  [220,] 1.2670608
##  [221,] 0.4183571
##  [222,] 1.4504304
##  [223,] 1.2069726
##  [224,] 1.2093564
##  [225,] 1.1366799
##  [226,] 0.6088617
##  [227,] 1.1359103
##  [228,] 1.4050042
##  [229,] 1.3399417
##  [230,] 1.0596932
##  [231,] 0.6582439
##  [232,] 0.7379702
##  [233,] 0.9221670
##  [234,] 0.8983201
##  [235,] 0.6170215
##  [236,] 0.2830246
##  [237,] 0.8132140
##  [238,] 1.0279896
##  [239,] 0.5321013
##  [240,] 1.0391088
##  [241,] 1.2268297
##  [242,] 1.4689411
##  [243,] 0.5655116
##  [244,] 1.8153958
##  [245,] 1.5412595
##  [246,] 0.4353886
##  [247,] 0.7133802
##  [248,] 0.8977683
##  [249,] 0.9202743
##  [250,] 0.9548760
##  [251,] 0.6435413
##  [252,] 0.7486686
##  [253,] 0.8886338
##  [254,] 0.9028308
##  [255,] 1.0558737
##  [256,] 1.6810820
##  [257,] 0.5207641
##  [258,] 1.3186233
##  [259,] 1.2170198
##  [260,] 0.7960717
##  [261,] 0.7647264
##  [262,] 1.0177289
##  [263,] 1.2284187
##  [264,] 1.0747378
##  [265,] 1.8260784
##  [266,] 1.1335285
##  [267,] 0.7332278
##  [268,] 2.2289886
##  [269,] 1.4068139
##  [270,] 1.3911597
##  [271,] 0.8180834
##  [272,] 0.9334106
##  [273,] 1.0635036
##  [274,] 0.5778654
##  [275,] 0.8646616
##  [276,] 0.6964212
##  [277,] 1.4011384
##  [278,] 0.5648191
##  [279,] 1.2290474
##  [280,] 2.4514759
##  [281,] 0.9013376
##  [282,] 0.6297078
##  [283,] 0.7147943
##  [284,] 1.0427006
##  [285,] 0.5753332
##  [286,] 0.5030916
##  [287,] 1.0075132
##  [288,] 2.8814420
##  [289,] 1.1555953
##  [290,] 0.5297196
##  [291,] 1.1192614
##  [292,] 0.8902772
##  [293,] 0.7325172
##  [294,] 0.5929485
##  [295,] 1.0211153
##  [296,] 0.9717150
##  [297,] 1.0499411
##  [298,] 1.4577385
##  [299,] 1.6777303
##  [300,] 0.7625020
##  [301,] 0.5510489
##  [302,] 0.8724511
##  [303,] 0.5006573
##  [304,] 1.6204065
##  [305,] 1.0026995
##  [306,] 0.8548242
##  [307,] 1.0541313
##  [308,] 0.8219379
##  [309,] 1.1064683
##  [310,] 1.3150050
##  [311,] 0.7948206
##  [312,] 0.8617890
##  [313,] 0.9282949
##  [314,] 0.5218511
##  [315,] 0.7738446
##  [316,] 1.5893990
##  [317,] 1.3613783
##  [318,] 1.3415051
##  [319,] 1.4990021
##  [320,] 1.3413089
##  [321,] 0.4286398
##  [322,] 1.1865732
##  [323,] 0.9427156
##  [324,] 0.5385769
##  [325,] 0.9182039
##  [326,] 0.6179024
##  [327,] 0.6352101
##  [328,] 0.7410745
##  [329,] 0.9952733
##  [330,] 0.5195206
##  [331,] 1.3155957
##  [332,] 0.7188408
##  [333,] 0.6663246
##  [334,] 0.8445074
##  [335,] 0.9455648
##  [336,] 0.8832149
##  [337,] 1.4676032
##  [338,] 1.4250550
##  [339,] 0.8237170
##  [340,] 0.6448628
##  [341,] 0.4908464
##  [342,] 0.4937686
##  [343,] 1.2291382
##  [344,] 0.9813323
##  [345,] 1.8928200
##  [346,] 1.6420990
##  [347,] 0.6852928
##  [348,] 1.0875513
##  [349,] 1.6867153
##  [350,] 1.0011072
##  [351,] 0.8277429
##  [352,] 1.8473441
##  [353,] 0.6975103
##  [354,] 0.3282635
##  [355,] 1.0137034
##  [356,] 0.9475640
##  [357,] 1.4287373
##  [358,] 0.9485006
##  [359,] 1.0363998
##  [360,] 1.1903563
##  [361,] 1.1196376
##  [362,] 1.4429416
##  [363,] 1.3582436
##  [364,] 1.0472713
##  [365,] 1.3085206
##  [366,] 1.0137725
##  [367,] 0.7743433
##  [368,] 1.5950768
##  [369,] 1.2345478
##  [370,] 0.6562721
##  [371,] 0.9202945
##  [372,] 1.7676357
##  [373,] 1.3157382
##  [374,] 0.5823883
##  [375,] 1.7251535
##  [376,] 0.7953767
##  [377,] 0.8399491
##  [378,] 1.9532791
##  [379,] 1.0200089
##  [380,] 0.9971680
##  [381,] 1.2480692
##  [382,] 0.5803629
##  [383,] 1.4486973
##  [384,] 0.6567796
##  [385,] 0.4216435
##  [386,] 0.9070561
##  [387,] 0.9278298
##  [388,] 0.6957881
##  [389,] 1.3784794
##  [390,] 1.2275761
##  [391,] 1.2117380
##  [392,] 0.5750636
##  [393,] 1.8130185
##  [394,] 1.3423764
##  [395,] 1.0259373
##  [396,] 0.8836689
##  [397,] 1.0851924
##  [398,] 1.2527063
##  [399,] 0.5475973
##  [400,] 1.4889681
##  [401,] 0.6601700
##  [402,] 0.3984560
##  [403,] 1.0498613
##  [404,] 2.1025101
##  [405,] 0.7816634
##  [406,] 1.9128602
##  [407,] 0.5401907
##  [408,] 0.8336965
##  [409,] 0.9113358
##  [410,] 0.8004633
##  [411,] 0.5886667
##  [412,] 0.8373366
##  [413,] 0.6091122
##  [414,] 0.8997028
##  [415,] 0.7696583
##  [416,] 0.7070073
##  [417,] 0.5929042
##  [418,] 1.0392162
##  [419,] 1.2387879
##  [420,] 0.4950482
##  [421,] 0.9969897
##  [422,] 1.4588758
##  [423,] 2.0214478
##  [424,] 1.1728367
##  [425,] 0.6495588
##  [426,] 0.9656979
##  [427,] 1.0458129
##  [428,] 0.8785379
##  [429,] 0.5120136
##  [430,] 1.0342008
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##  [432,] 0.4960841
##  [433,] 0.6486703
##  [434,] 1.7012461
##  [435,] 1.7625605
##  [436,] 1.0047900
##  [437,] 1.2118530
##  [438,] 0.3612179
##  [439,] 0.3938498
##  [440,] 1.0179907
##  [441,] 0.7135737
##  [442,] 0.6638622
##  [443,] 1.1589066
##  [444,] 0.8195291
##  [445,] 0.8362666
##  [446,] 1.1154637
##  [447,] 0.8032587
##  [448,] 1.0399144
##  [449,] 0.7697220
##  [450,] 0.5969962
##  [451,] 0.8560392
##  [452,] 0.9237426
##  [453,] 0.4243247
##  [454,] 1.2379622
##  [455,] 1.9665178
##  [456,] 1.1653185
##  [457,] 0.9541562
##  [458,] 0.5005574
##  [459,] 0.8155998
##  [460,] 1.2291292
##  [461,] 1.2241622
##  [462,] 0.9211608
##  [463,] 1.5281030
##  [464,] 0.7718278
##  [465,] 0.6609161
##  [466,] 1.0548226
##  [467,] 0.7592721
##  [468,] 0.7113043
##  [469,] 1.0127300
##  [470,] 0.7730367
##  [471,] 0.5811943
##  [472,] 1.3066954
##  [473,] 1.6437394
##  [474,] 0.9550012
##  [475,] 0.3878643
##  [476,] 0.9307538
##  [477,] 0.9420385
##  [478,] 1.9704304
##  [479,] 1.7956894
##  [480,] 1.4726171
##  [481,] 0.7379579
##  [482,] 0.5984934
##  [483,] 0.8490805
##  [484,] 1.0814067
##  [485,] 0.6414025
##  [486,] 1.3206270
##  [487,] 0.4720175
##  [488,] 0.5916445
##  [489,] 1.4078739
##  [490,] 0.7163828
##  [491,] 1.5520333
##  [492,] 0.8528182
##  [493,] 1.6659556
##  [494,] 0.4325860
##  [495,] 1.2113672
##  [496,] 1.0195705
##  [497,] 0.8981970
##  [498,] 0.4898643
##  [499,] 0.5077007
##  [500,] 0.7373455
##  [501,] 0.7501840
##  [502,] 0.6842655
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##  [506,] 0.9734026
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##  [510,] 1.2535297
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##  [512,] 0.5799920
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##  [514,] 1.0972385
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##  [517,] 1.0237801
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##  [519,] 1.2848867
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##  [521,] 0.8206477
##  [522,] 0.7615104
##  [523,] 0.5668019
##  [524,] 0.4763132
##  [525,] 1.7354043
##  [526,] 0.5094806
##  [527,] 1.1651177
##  [528,] 0.8142988
##  [529,] 0.5906800
##  [530,] 0.8928819
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##  [538,] 1.4380664
##  [539,] 1.2360000
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##  [562,] 1.2194255
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##  [565,] 0.9280331
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##  [567,] 0.8333940
##  [568,] 1.2068913
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##  [570,] 2.1217732
##  [571,] 0.7937706
##  [572,] 0.9322858
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##  [574,] 2.2078918
##  [575,] 1.0959595
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##  [577,] 0.5580681
##  [578,] 0.6318261
##  [579,] 0.7875594
##  [580,] 0.6310366
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##  [583,] 0.6764215
##  [584,] 0.5902250
##  [585,] 0.8826876
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##  [587,] 0.9309497
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##  [589,] 1.3970447
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##  [593,] 1.4980616
##  [594,] 1.0110016
##  [595,] 1.0217638
##  [596,] 1.1238589
##  [597,] 1.0111701
##  [598,] 1.0187368
##  [599,] 1.2174193
##  [600,] 0.5264251
##  [601,] 0.9383826
##  [602,] 1.0947629
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##  [604,] 0.6576711
##  [605,] 0.7213718
##  [606,] 0.9292875
##  [607,] 0.7378922
##  [608,] 1.0923006
##  [609,] 0.7119253
##  [610,] 1.3500777
##  [611,] 0.8381553
##  [612,] 0.5237134
##  [613,] 0.8559815
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##  [758,] 0.5299399
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##  [764,] 2.0756387
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##  [777,] 0.7852091
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##  [781,] 1.0906535
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##  [783,] 0.9356286
##  [784,] 0.5764751
##  [785,] 0.8960690
##  [786,] 1.1481759
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##  [790,] 0.8435935
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##  [793,] 4.1706361
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##  [796,] 1.2341568
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##  [804,] 1.7544104
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##  [806,] 1.2640799
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##  [809,] 0.8382501
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##  [811,] 2.2368923
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##  [813,] 0.8548450
##  [814,] 0.5470061
##  [815,] 0.7099840
##  [816,] 1.0243061
##  [817,] 0.7758864
##  [818,] 0.8766769
##  [819,] 0.9744411
##  [820,] 1.5214501
##  [821,] 1.3441182
##  [822,] 0.7656299
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##  [824,] 1.2567475
##  [825,] 0.1155725
##  [826,] 1.0884065
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##  [829,] 0.9889765
##  [830,] 0.4500942
##  [831,] 0.8173382
##  [832,] 0.4550773
##  [833,] 1.4709869
##  [834,] 0.8651288
##  [835,] 0.4418838
##  [836,] 1.1499541
##  [837,] 1.0639935
##  [838,] 0.5444194
##  [839,] 0.4066885
##  [840,] 0.5685932
##  [841,] 1.0670261
##  [842,] 0.6630683
##  [843,] 0.6821098
##  [844,] 1.2930617
##  [845,] 1.0863696
##  [846,] 0.8047045
##  [847,] 1.1612374
##  [848,] 0.5576375
##  [849,] 0.7007729
##  [850,] 0.9080613
##  [851,] 0.6741183
##  [852,] 1.4453642
##  [853,] 0.8743275
##  [854,] 0.8737679
##  [855,] 1.1974343
##  [856,] 0.4221250
##  [857,] 0.5905359
##  [858,] 1.1262074
##  [859,] 2.3940027
##  [860,] 1.3238971
##  [861,] 2.6929409
##  [862,] 0.3294525
##  [863,] 0.7472653
##  [864,] 0.9919766
##  [865,] 1.2197985
##  [866,] 1.3136461
##  [867,] 0.9930898
##  [868,] 0.8566502
##  [869,] 1.6488220
##  [870,] 0.6070310
##  [871,] 0.9532425
##  [872,] 0.8408727
##  [873,] 1.1728905
##  [874,] 0.8967868
##  [875,] 1.3467983
##  [876,] 0.7598724
##  [877,] 0.2510164
##  [878,] 0.9064104
##  [879,] 1.3639357
##  [880,] 0.5229918
##  [881,] 1.4151336
##  [882,] 0.7441634
##  [883,] 1.0327694
##  [884,] 0.7772106
##  [885,] 0.8274846
##  [886,] 0.5638947
##  [887,] 0.9945191
##  [888,] 1.3132770
##  [889,] 0.8142216
##  [890,] 0.5924569
##  [891,] 0.7763034
##  [892,] 0.7066590
##  [893,] 0.4576861
##  [894,] 1.0018686
##  [895,] 0.6496079
##  [896,] 0.6830687
##  [897,] 1.3441926
##  [898,] 0.6093170
##  [899,] 0.9068497
##  [900,] 0.6033324
##  [901,] 0.5702012
##  [902,] 0.7977987
##  [903,] 0.8083943
##  [904,] 0.5126280
##  [905,] 0.8882486
##  [906,] 0.8880761
##  [907,] 1.2774984
##  [908,] 0.7079876
##  [909,] 1.0722288
##  [910,] 1.0413911
##  [911,] 0.9129238
##  [912,] 0.6635393
##  [913,] 1.7841016
##  [914,] 0.3877128
##  [915,] 1.0154438
##  [916,] 1.4910789
##  [917,] 1.3525292
##  [918,] 0.5874653
##  [919,] 1.4527516
##  [920,] 1.2647033
##  [921,] 1.5403280
##  [922,] 2.1113193
##  [923,] 0.4536680
##  [924,] 1.2143979
##  [925,] 0.6766701
##  [926,] 0.5138959
##  [927,] 1.5823568
##  [928,] 0.8525063
##  [929,] 0.7876747
##  [930,] 1.1955105
##  [931,] 1.2989069
##  [932,] 0.7585887
##  [933,] 1.2207486
##  [934,] 0.9608758
##  [935,] 0.5901707
##  [936,] 0.2694301
##  [937,] 0.8507691
##  [938,] 0.3430123
##  [939,] 0.9910735
##  [940,] 0.7166413
##  [941,] 0.7901007
##  [942,] 1.2118827
##  [943,] 0.6337765
##  [944,] 0.9227637
##  [945,] 0.5577556
##  [946,] 0.4279011
##  [947,] 0.6062962
##  [948,] 0.4648019
##  [949,] 0.7678230
##  [950,] 0.7647344
##  [951,] 0.8286005
##  [952,] 0.9139956
##  [953,] 0.9404640
##  [954,] 0.7117819
##  [955,] 0.6898424
##  [956,] 0.8856430
##  [957,] 0.7657255
##  [958,] 1.3123128
##  [959,] 0.8865074
##  [960,] 0.7857280
##  [961,] 0.7740677
##  [962,] 1.1683732
##  [963,] 1.3147743
##  [964,] 1.1068415
##  [965,] 1.3505136
##  [966,] 0.8139891
##  [967,] 0.7035488
##  [968,] 1.7121743
##  [969,] 0.9066307
##  [970,] 0.4931982
##  [971,] 0.4384054
##  [972,] 0.8735724
##  [973,] 1.1038999
##  [974,] 0.8282203
##  [975,] 0.7756062
##  [976,] 1.5521465
##  [977,] 1.3176437
##  [978,] 0.6327784
##  [979,] 1.4107480
##  [980,] 0.5200825
##  [981,] 0.4525260
##  [982,] 0.5674010
##  [983,] 1.0327196
##  [984,] 0.5094136
##  [985,] 1.3275599
##  [986,] 0.6553757
##  [987,] 1.4300338
##  [988,] 0.6259110
##  [989,] 0.8816192
##  [990,] 0.9183205
##  [991,] 0.9478801
##  [992,] 1.0109639
##  [993,] 1.0550099
##  [994,] 1.0670475
##  [995,] 0.9217635
##  [996,] 0.7939098
##  [997,] 0.9947366
##  [998,] 0.6022012
##  [999,] 0.4277311
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
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## 15            1          -1          -1          -1          -1          -1
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## 99            1          -1          -1          -1          -1          -1
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## 107           1          -1          -1          -1          -1          -1
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##     demo$major6 demo$major7 demo$major8
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## 
## $terms
## si ~ demo$major
## attr(,"variables")
## list(si, demo$major)
## attr(,"factors")
##            demo$major
## si                  0
## demo$major          1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

Look at that! It was significant!

Career Motivation

Next, let’s look into Carer Motivation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$major   8    0.4423 0.055290  1.0885 0.02794  0.336
## Residuals  303   15.3905 0.050794         0.97206       
## Total      311   15.8329                  1.00000       
## 
## $call
## adonis(formula = cm ~ demo$major)
## 
## $coefficients
##                     cm1         cm2         cm3        cm4         cm5
## (Intercept)  3.87075501  4.06592827  4.05626160  4.2151439  3.94877997
## demo$major1  0.21375204  0.03266328  0.02824544 -0.1869749  0.07938904
## demo$major2 -0.87075501 -0.92307112 -0.77054731 -0.6437154 -0.52020854
## demo$major3  0.41495928  0.21978602  0.22945269  0.4991418  0.47979146
## demo$major4  0.12924499  0.93407173  0.94373840  0.7848561  1.05122003
## demo$major5  0.46257833  0.53407173  0.41040507  0.4515227  0.51788669
## demo$major6 -0.07854721 -0.03995424 -0.06924861 -0.2865725  0.03173951
## demo$major7  0.12924499 -0.06592827 -0.05626160  0.2848561 -0.44877997
## demo$major8 -0.43597240 -0.50071087 -0.53452247 -0.5629700 -0.99225823
## 
## $coef.sites
##                        1           2           3            4            5
## (Intercept)  0.130919171  0.15617941  0.56354674  0.133766256  0.130919171
## demo$major1  0.010776605  0.03982379 -0.02576442  0.037683444  0.010776605
## demo$major2  0.126401148  0.08908956 -0.12931431  0.103780549  0.126401148
## demo$major3 -0.065209878 -0.06815330  0.06412928 -0.085025194 -0.065209878
## demo$major4 -0.110511008 -0.06527032  0.09162567 -0.067099590 -0.110511008
## demo$major5 -0.074846847 -0.04916991  0.06859974 -0.055049288 -0.074846847
## demo$major6  0.022528141  0.03547763 -0.02995462  0.028740300  0.022528141
## demo$major7 -0.005919171 -0.02919528  0.01978659 -0.006954662 -0.005919171
## demo$major8  0.072284889  0.02486848 -0.04049937  0.022357046  0.072284889
##                        6            7            8             9          10
## (Intercept)  0.130288728  0.128292452  0.130919171  1.256125e-01  0.56354674
## demo$major1  0.023733016  0.034013909  0.010776605  2.211794e-02 -0.02576442
## demo$major2  0.121133659  0.116435624  0.126401148  1.257148e-01 -0.12931431
## demo$major3 -0.062952576 -0.083311903 -0.065209878 -6.854879e-02  0.06412928
## demo$major4 -0.109012132 -0.084814191 -0.110511008 -1.256125e-01  0.09162567
## demo$major5 -0.064723525 -0.063818545 -0.074846847 -7.058379e-02  0.06859974
## demo$major6  0.023053852  0.030440198  0.022528141  2.604119e-02 -0.02995462
## demo$major7 -0.004192237 -0.001782964 -0.005919171 -2.382156e-05  0.01978659
## demo$major8  0.046825544  0.031633411  0.072284889  6.196139e-02 -0.04049937
##                       11           12           13           14           15
## (Intercept)  0.155815405  0.130919171  0.130919171  0.135255696  0.130919171
## demo$major1  0.047001911  0.010776605  0.010776605  0.043159155  0.010776605
## demo$major2  0.088701190  0.126401148  0.126401148  0.101537892  0.126401148
## demo$major3 -0.070137668 -0.065209878 -0.065209878 -0.089738302 -0.065209878
## demo$major4 -0.039536335 -0.110511008 -0.110511008 -0.044346605 -0.110511008
## demo$major5 -0.042599911 -0.074846847 -0.074846847 -0.051278451 -0.074846847
## demo$major6  0.040165378  0.022528141  0.022528141  0.031116521  0.022528141
## demo$major7 -0.028810057 -0.005919171 -0.005919171 -0.008271569 -0.005919171
## demo$major8 -0.007310894  0.072284889  0.072284889  0.002156242  0.072284889
##                       16           17           18           19           20
## (Intercept)  0.135255696  0.130919171  0.131842655  0.130919171  0.135255696
## demo$major1  0.043159155  0.010776605  0.028670647  0.010776605  0.043159155
## demo$major2  0.101537892  0.126401148  0.119529939  0.126401148  0.101537892
## demo$major3 -0.089738302 -0.065209878 -0.067079563 -0.065209878 -0.089738302
## demo$major4 -0.044346605 -0.110511008 -0.088364394 -0.110511008 -0.044346605
## demo$major5 -0.051278451 -0.074846847 -0.061442822 -0.074846847 -0.051278451
## demo$major6  0.031116521  0.022528141  0.025218139  0.022528141  0.031116521
## demo$major7 -0.008271569 -0.005919171 -0.005333167 -0.005919171 -0.008271569
## demo$major8  0.002156242  0.072284889  0.028177317  0.072284889  0.002156242
##                        21           22           23           24           25
## (Intercept)  1.256125e-01  0.130919171  0.393741395  0.134077746  0.130919171
## demo$major1  2.211794e-02  0.010776605  0.023146030  0.035556415  0.010776605
## demo$major2  1.257148e-01  0.126401148 -0.032600015  0.110271781  0.126401148
## demo$major3 -6.854879e-02 -0.065209878  0.023280319 -0.078692165 -0.065209878
## demo$major4 -1.256125e-01 -0.110511008  0.060804060 -0.067411079 -0.110511008
## demo$major5 -7.058379e-02 -0.074846847  0.029996622 -0.055575549 -0.074846847
## demo$major6  2.604119e-02  0.022528141  0.006148296  0.028821666  0.022528141
## demo$major7 -2.382156e-05 -0.005919171 -0.033447277 -0.007266152 -0.005919171
## demo$major8  6.196139e-02  0.072284889 -0.065244225  0.015962992  0.072284889
##                      26            27           28           29           30
## (Intercept)  0.56354674  1.256125e-01  0.135255696  0.130919171  0.292985384
## demo$major1 -0.02576442  2.211794e-02  0.043159155  0.010776605  0.042866789
## demo$major2 -0.12931431  1.257148e-01  0.101537892  0.126401148  0.013269897
## demo$major3  0.06412928 -6.854879e-02 -0.089738302 -0.065209878 -0.001231828
## demo$major4  0.09162567 -1.256125e-01 -0.044346605 -0.110511008  0.040347949
## demo$major5  0.06859974 -7.058379e-02 -0.051278451 -0.074846847  0.011532851
## demo$major6 -0.02995462  2.604119e-02  0.031116521  0.022528141  0.025230028
## demo$major7  0.01978659 -2.382156e-05 -0.008271569 -0.005919171 -0.061754153
## demo$major8 -0.04049937  6.196139e-02  0.002156242  0.072284889 -0.066827819
##                       31           32          33           34          35
## (Intercept)  0.515328370  0.515195047  0.56354674  0.130919171  0.14711854
## demo$major1 -0.014377757 -0.009549599 -0.02576442  0.010776605  0.04667874
## demo$major2 -0.098228095 -0.098094772 -0.12931431  0.126401148  0.09660440
## demo$major3  0.053995803  0.054129126  0.06412928 -0.065209878 -0.07609282
## demo$major4  0.084671630  0.084804953  0.09162567 -0.110511008 -0.03083947
## demo$major5  0.059126115  0.059259438  0.06859974 -0.074846847 -0.04417262
## demo$major6 -0.018112794 -0.019409925 -0.02995462  0.022528141  0.03445549
## demo$major7  0.005408957  0.005542280  0.01978659 -0.005919171 -0.02011319
## demo$major8 -0.053967011 -0.053833688 -0.04049937  0.072284889 -0.01660591
##                       36          37          38           39           40
## (Intercept)  0.136266132  0.15963220  0.56354674  0.389732757  0.130919171
## demo$major1  0.028530533  0.04127061 -0.02576442  0.020581898  0.010776605
## demo$major2  0.108461944  0.09202726 -0.12931431 -0.028591377  0.126401148
## demo$major3 -0.091285583 -0.05270010  0.06412928  0.027288957 -0.065209878
## demo$major4 -0.049309610 -0.04335313  0.09162567  0.064812697 -0.110511008
## demo$major5 -0.062967748 -0.04006750  0.06859974  0.034005260 -0.074846847
## demo$major6  0.030264613  0.03456207 -0.02995462  0.006182895  0.022528141
## demo$major7 -0.009756644 -0.03262685  0.01978659 -0.029438639 -0.005919171
## demo$major8  0.031615061 -0.01101892 -0.04049937 -0.071376879  0.072284889
##                      41           42           43           44           45
## (Intercept)  0.56354674  0.130919171  0.130919171  0.294267363  0.127116343
## demo$major1 -0.02576442  0.010776605  0.010776605  0.039472135  0.026920207
## demo$major2 -0.12931431  0.126401148  0.126401148  0.011987919  0.124306044
## demo$major3  0.06412928 -0.065209878 -0.065209878 -0.002513807 -0.072767204
## demo$major4  0.09162567 -0.110511008 -0.110511008  0.039065970 -0.105839747
## demo$major5  0.06859974 -0.074846847 -0.074846847  0.005312600 -0.067544406
## demo$major6 -0.02995462  0.022528141  0.022528141  0.019813830  0.028234308
## demo$major7  0.01978659 -0.005919171 -0.005919171 -0.025999095 -0.001019852
## demo$major8 -0.04049937  0.072284889  0.072284889 -0.071030182  0.044097160
##                      46          47          48          49            50
## (Intercept)  0.21295417  0.20886644  0.56354674  0.13740890  0.3977705388
## demo$major1  0.05295189  0.03719994 -0.02576442  0.01671004  0.0191168864
## demo$major2  0.05192678  0.05005053 -0.12931431  0.12050700 -0.0366291592
## demo$major3 -0.02606320 -0.05240683  0.06412928 -0.06372354  0.0192511753
## demo$major4  0.01781506 -0.03813473  0.09162567 -0.07357911  0.0567749157
## demo$major5 -0.01747677 -0.03230862  0.06859974 -0.06617268  0.0259674784
## demo$major6  0.03486256  0.02293731 -0.02995462  0.02159018  0.0002935206
## demo$major7 -0.05462084 -0.01987834  0.01978659 -0.01131241  0.0041902455
## demo$major8 -0.05472061  0.01203938 -0.04049937  0.03978760 -0.0605476935
##                      51          52          53          54           55
## (Intercept)  0.56354674  0.21872881  0.16665616  0.56354674  0.131842655
## demo$major1 -0.02576442  0.04822055  0.04388936 -0.02576442  0.028670647
## demo$major2 -0.12931431  0.06400929  0.09231423 -0.12931431  0.119529939
## demo$major3  0.06412928 -0.03183783 -0.06884321  0.06412928 -0.067079563
## demo$major4  0.09162567  0.01204042 -0.02379902  0.09162567 -0.088364394
## demo$major5  0.06859974 -0.01488539 -0.04042296  0.06859974 -0.061442822
## demo$major6 -0.02995462  0.03436380  0.03036716 -0.02995462  0.025218139
## demo$major7  0.01978659 -0.06039547 -0.00950324  0.01978659 -0.005333167
## demo$major8 -0.04049937 -0.05122210 -0.02564554 -0.04049937  0.028177317
##                      56           57           58           59            60
## (Intercept)  0.14711854  0.151504738  0.130919171  0.130919171  0.4395166917
## demo$major1  0.04667874  0.033164777  0.010776605  0.010776605  0.0112707840
## demo$major2  0.09660440  0.107701507  0.126401148  0.126401148 -0.0594999268
## demo$major3 -0.07609282 -0.070961626 -0.065209878 -0.065209878  0.0248639195
## demo$major4 -0.03083947 -0.060595647 -0.110511008 -0.110511008  0.0604833083
## demo$major5 -0.04417262 -0.054263251 -0.074846847 -0.074846847  0.0369086006
## demo$major6  0.03445549  0.023411698  0.022528141  0.022528141  0.0003060698
## demo$major7 -0.02011319  0.004050818 -0.005919171 -0.005919171 -0.0297670211
## demo$major8 -0.01660591  0.007170538  0.072284889  0.072284889 -0.0475063173
##                       61           62           63          64          65
## (Intercept)  0.130919171  0.149452144  0.131538560  0.16756274  0.14881023
## demo$major1  0.010776605  0.045125473  0.030752294  0.04452659  0.01946674
## demo$major2  0.126401148  0.094270800  0.113189516  0.08324439  0.11653289
## demo$major3 -0.065209878 -0.078426421 -0.073268974 -0.06974978 -0.05065915
## demo$major4 -0.110511008 -0.033173074 -0.088060299 -0.02470559 -0.06185370
## demo$major5 -0.074846847 -0.046681665 -0.060933574 -0.04151433 -0.06005155
## demo$major6  0.022528141  0.032347730  0.025140483  0.02766178  0.02451891
## demo$major7 -0.005919171 -0.022446796 -0.005029072 -0.01040981 -0.02230074
## demo$major8  0.072284889 -0.005072065  0.034425029 -0.01451637  0.02330586
##                       66           67           68          69            70
## (Intercept)  0.145563607  0.130919171  0.131538560  0.14288590  1.256125e-01
## demo$major1  0.039847197  0.010776605  0.030752294  0.04503588  2.211794e-02
## demo$major2  0.098198622  0.126401148  0.113189516  0.09390768  1.257148e-01
## demo$major3 -0.065020495 -0.065209878 -0.073268974 -0.08308280 -6.854879e-02
## demo$major4 -0.054654516 -0.110511008 -0.088060299 -0.05197681 -1.256125e-01
## demo$major5 -0.051740924 -0.074846847 -0.060933574 -0.05231525 -7.058379e-02
## demo$major6  0.028005793  0.022528141  0.025140483  0.03494333  2.604119e-02
## demo$major7 -0.018579480 -0.005919171 -0.005029072 -0.01590178 -2.382156e-05
## demo$major8  0.007599246  0.072284889  0.034425029  0.01218808  6.196139e-02
##                       71          72           73           74           75
## (Intercept)  0.130919171  0.23891771  0.135255696  0.130919171  0.130919171
## demo$major1  0.010776605  0.04860650  0.043159155  0.010776605  0.010776605
## demo$major2  0.126401148  0.04244451  0.101537892  0.126401148  0.126401148
## demo$major3 -0.065209878 -0.01902257 -0.089738302 -0.065209878 -0.065209878
## demo$major4 -0.110511008  0.02424019 -0.044346605 -0.110511008 -0.110511008
## demo$major5 -0.074846847 -0.01065707 -0.051278451 -0.074846847 -0.074846847
## demo$major6  0.022528141  0.03082479  0.031116521  0.022528141  0.022528141
## demo$major7 -0.005919171 -0.04616793 -0.008271569 -0.005919171 -0.005919171
## demo$major8  0.072284889 -0.05892617  0.002156242  0.072284889  0.072284889
##                       76           77          78           79           80
## (Intercept)  0.127116343  0.130919171  0.56354674  0.135255696  0.130919171
## demo$major1  0.026920207  0.010776605 -0.02576442  0.043159155  0.010776605
## demo$major2  0.124306044  0.126401148 -0.12931431  0.101537892  0.126401148
## demo$major3 -0.072767204 -0.065209878  0.06412928 -0.089738302 -0.065209878
## demo$major4 -0.105839747 -0.110511008  0.09162567 -0.044346605 -0.110511008
## demo$major5 -0.067544406 -0.074846847  0.06859974 -0.051278451 -0.074846847
## demo$major6  0.028234308  0.022528141 -0.02995462  0.031116521  0.022528141
## demo$major7 -0.001019852 -0.005919171  0.01978659 -0.008271569 -0.005919171
## demo$major8  0.044097160  0.072284889 -0.04049937  0.002156242  0.072284889
##                       81          82           83            84           85
## (Intercept)  0.130919171  0.18312536  0.294449427  0.1268193020  0.135255696
## demo$major1  0.010776605  0.04745811  0.039239040  0.0289583597  0.043159155
## demo$major2  0.126401148  0.06650368  0.021658072  0.1181095786  0.101537892
## demo$major3 -0.065209878 -0.05714736 -0.002695870 -0.0788193691 -0.089738302
## demo$major4 -0.110511008 -0.01239365  0.038883907 -0.1055427063 -0.044346605
## demo$major5 -0.074846847 -0.03199676  0.005130537 -0.0670512003 -0.051278451
## demo$major6  0.022528141  0.03068776  0.021130924  0.0281601063  0.031116521
## demo$major7 -0.005919171 -0.02538726 -0.026181159 -0.0007228108 -0.008271569
## demo$major8  0.072284889 -0.02653262 -0.073314492  0.0502050927  0.002156242
##                        86           87           88           89           90
## (Intercept)  1.256125e-01  0.142022184  0.265648861  0.130919171  0.148003171
## demo$major1  2.211794e-02  0.044436026  0.044518008  0.010776605  0.047296727
## demo$major2  1.257148e-01  0.102493412  0.032793323  0.126401148  0.087783265
## demo$major3 -6.854879e-02 -0.082219076 -0.010855652 -0.065209878 -0.076977449
## demo$major4 -1.256125e-01 -0.051113093  0.031648436 -0.110511008 -0.031724102
## demo$major5 -7.058379e-02 -0.051284763 -0.002742321 -0.074846847 -0.045232693
## demo$major6  2.604119e-02  0.037511144  0.026001216  0.022528141  0.031820696
## demo$major7 -2.382156e-05 -0.015038057 -0.036325553 -0.005919171 -0.020997824
## demo$major8  6.196139e-02  0.001648712 -0.068793701  0.072284889 -0.005779674
##                       91            92           93           94            95
## (Intercept)  0.130919171  1.256125e-01  0.428835612  0.130919171  1.256125e-01
## demo$major1  0.010776605  2.211794e-02  0.015965338  0.010776605  2.211794e-02
## demo$major2  0.126401148  1.257148e-01 -0.048818847  0.126401148  1.257148e-01
## demo$major3 -0.065209878 -6.854879e-02  0.035544999 -0.065209878 -6.854879e-02
## demo$major4 -0.110511008 -1.256125e-01  0.071164388 -0.110511008 -1.256125e-01
## demo$major5 -0.074846847 -7.058379e-02  0.041792579 -0.074846847 -7.058379e-02
## demo$major6  0.022528141  2.604119e-02 -0.001943731  0.022528141  2.604119e-02
## demo$major7 -0.005919171 -2.382156e-05 -0.019085941 -0.005919171 -2.382156e-05
## demo$major8  0.072284889  6.196139e-02 -0.067394299  0.072284889  6.196139e-02
##                       96          97          98          99          100
## (Intercept)  0.136266132  0.13568432  0.56354674  0.18309194  0.130919171
## demo$major1  0.028530533  0.01212501 -0.02576442  0.04650664  0.010776605
## demo$major2  0.108461944  0.12199221 -0.12931431  0.07494046  0.126401148
## demo$major3 -0.091285583 -0.05971100  0.06412928 -0.05711395 -0.065209878
## demo$major4 -0.049309610 -0.09401765  0.09162567 -0.01236024 -0.110511008
## demo$major5 -0.062967748 -0.06924109  0.06859974 -0.03632495 -0.074846847
## demo$major6  0.030264613  0.01954059 -0.02995462  0.02878546  0.022528141
## demo$major7 -0.009756644 -0.01009562  0.01978659 -0.02535385 -0.005919171
## demo$major8  0.031615061  0.05773826 -0.04049937 -0.02252837  0.072284889
##                      101          102         103         104          105
## (Intercept)  0.130919171  0.130919171  0.14203645  0.13305496  0.130919171
## demo$major1  0.010776605  0.010776605  0.03800888  0.03595459  0.010776605
## demo$major2  0.126401148  0.126401148  0.09622643  0.11129456  0.126401148
## demo$major3 -0.065209878 -0.065209878 -0.07935811 -0.07766938 -0.065209878
## demo$major4 -0.110511008 -0.110511008 -0.07536979 -0.06638830 -0.110511008
## demo$major5 -0.074846847 -0.074846847 -0.05355204 -0.05743877 -0.074846847
## demo$major6  0.022528141  0.022528141  0.03418392  0.02739062  0.022528141
## demo$major7 -0.005919171 -0.005919171 -0.01522486 -0.00624337 -0.005919171
## demo$major8  0.072284889  0.072284889  0.03119201  0.01501655  0.072284889
##                     106          107          108         109          110
## (Intercept)  0.38830193  0.130919171  0.131538560  0.56354674  0.130442916
## demo$major1  0.02389066  0.010776605  0.030752294 -0.02576442  0.041023045
## demo$major2 -0.02716055  0.126401148  0.113189516 -0.12931431  0.107103890
## demo$major3  0.02871978 -0.065209878 -0.073268974  0.06412928 -0.095307295
## demo$major4  0.06624352 -0.110511008 -0.088060299  0.09162567 -0.063776249
## demo$major5  0.03543609 -0.074846847 -0.060933574  0.06859974 -0.058001325
## demo$major6  0.00761372  0.022528141  0.025140483 -0.02995462  0.034164908
## demo$major7 -0.02800781 -0.005919171 -0.005029072  0.01978659 -0.003631321
## demo$major8 -0.08817363  0.072284889  0.034425029 -0.04049937  0.019499176
##                      111         112          113          114          115
## (Intercept)  0.130919171  0.56354674  0.130919171  0.130919171  0.142022184
## demo$major1  0.010776605 -0.02576442  0.010776605  0.010776605  0.044436026
## demo$major2  0.126401148 -0.12931431  0.126401148  0.126401148  0.102493412
## demo$major3 -0.065209878  0.06412928 -0.065209878 -0.065209878 -0.082219076
## demo$major4 -0.110511008  0.09162567 -0.110511008 -0.110511008 -0.051113093
## demo$major5 -0.074846847  0.06859974 -0.074846847 -0.074846847 -0.051284763
## demo$major6  0.022528141 -0.02995462  0.022528141  0.022528141  0.037511144
## demo$major7 -0.005919171  0.01978659 -0.005919171 -0.005919171 -0.015038057
## demo$major8  0.072284889 -0.04049937  0.072284889  0.072284889  0.001648712
##                      116          117         118         119           120
## (Intercept)  0.130919171  0.130919171  0.17356311  0.56354674  1.256125e-01
## demo$major1  0.010776605  0.010776605  0.02165359 -0.02576442  2.211794e-02
## demo$major2  0.126401148  0.126401148  0.10033379 -0.12931431  1.257148e-01
## demo$major3 -0.065209878 -0.065209878 -0.05799428  0.06412928 -6.854879e-02
## demo$major4 -0.110511008 -0.110511008 -0.03719947  0.09162567 -1.256125e-01
## demo$major5 -0.074846847 -0.074846847 -0.05343480  0.06859974 -7.058379e-02
## demo$major6  0.022528141  0.022528141  0.02180570 -0.02995462  2.604119e-02
## demo$major7 -0.005919171 -0.005919171 -0.01800755  0.01978659 -2.382156e-05
## demo$major8  0.072284889  0.072284889  0.01565681 -0.04049937  6.196139e-02
##                      121          122          123          124          125
## (Intercept)  0.130919171  0.130919171  0.130919171  0.180630942  0.130919171
## demo$major1  0.010776605  0.010776605  0.010776605  0.048141661  0.010776605
## demo$major2  0.126401148  0.126401148  0.126401148  0.077401457  0.126401148
## demo$major3 -0.065209878 -0.065209878 -0.065209878 -0.054652944 -0.065209878
## demo$major4 -0.110511008 -0.110511008 -0.110511008 -0.009899235 -0.110511008
## demo$major5 -0.074846847 -0.074846847 -0.074846847 -0.033669013 -0.074846847
## demo$major6  0.022528141  0.022528141  0.022528141  0.031015511  0.022528141
## demo$major7 -0.005919171 -0.005919171 -0.005919171 -0.022892847 -0.005919171
## demo$major8  0.072284889  0.072284889  0.072284889 -0.034714428  0.072284889
##                      126          127          128          129          130
## (Intercept)  0.130919171  0.204619493  0.135255696  0.130919171  0.130919171
## demo$major1  0.010776605  0.044137951  0.043159155  0.010776605  0.010776605
## demo$major2  0.126401148  0.069417202  0.101537892  0.126401148  0.126401148
## demo$major3 -0.065209878 -0.048989262 -0.089738302 -0.065209878 -0.065209878
## demo$major4 -0.110511008 -0.004619493 -0.044346605 -0.110511008 -0.110511008
## demo$major5 -0.074846847 -0.027798309 -0.051278451 -0.074846847 -0.074846847
## demo$major6  0.022528141  0.027256625  0.031116521  0.022528141  0.022528141
## demo$major7 -0.005919171 -0.014218235 -0.008271569 -0.005919171 -0.005919171
## demo$major8  0.072284889 -0.038344140  0.002156242  0.072284889  0.072284889
##                      131          132          133          134          135
## (Intercept)  0.148003171  0.130919171  0.130919171  0.130919171  0.130919171
## demo$major1  0.047296727  0.010776605  0.010776605  0.010776605  0.010776605
## demo$major2  0.087783265  0.126401148  0.126401148  0.126401148  0.126401148
## demo$major3 -0.076977449 -0.065209878 -0.065209878 -0.065209878 -0.065209878
## demo$major4 -0.031724102 -0.110511008 -0.110511008 -0.110511008 -0.110511008
## demo$major5 -0.045232693 -0.074846847 -0.074846847 -0.074846847 -0.074846847
## demo$major6  0.031820696  0.022528141  0.022528141  0.022528141  0.022528141
## demo$major7 -0.020997824 -0.005919171 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.005779674  0.072284889  0.072284889  0.072284889  0.072284889
##                     136          137          138          139          140
## (Intercept)  0.14711854  0.130919171  0.515328370  0.127116343  0.130919171
## demo$major1  0.04667874  0.010776605 -0.014377757  0.026920207  0.010776605
## demo$major2  0.09660440  0.126401148 -0.098228095  0.124306044  0.126401148
## demo$major3 -0.07609282 -0.065209878  0.053995803 -0.072767204 -0.065209878
## demo$major4 -0.03083947 -0.110511008  0.084671630 -0.105839747 -0.110511008
## demo$major5 -0.04417262 -0.074846847  0.059126115 -0.067544406 -0.074846847
## demo$major6  0.03445549  0.022528141 -0.018112794  0.028234308  0.022528141
## demo$major7 -0.02011319 -0.005919171  0.005408957 -0.001019852 -0.005919171
## demo$major8 -0.01660591  0.072284889 -0.053967011  0.044097160  0.072284889
##                      141           142          143          144          145
## (Intercept)  0.133766256  1.256125e-01  0.130919171  0.135255696  0.131538560
## demo$major1  0.037683444  2.211794e-02  0.010776605  0.043159155  0.030752294
## demo$major2  0.103780549  1.257148e-01  0.126401148  0.101537892  0.113189516
## demo$major3 -0.085025194 -6.854879e-02 -0.065209878 -0.089738302 -0.073268974
## demo$major4 -0.067099590 -1.256125e-01 -0.110511008 -0.044346605 -0.088060299
## demo$major5 -0.055049288 -7.058379e-02 -0.074846847 -0.051278451 -0.060933574
## demo$major6  0.028740300  2.604119e-02  0.022528141  0.031116521  0.025140483
## demo$major7 -0.006954662 -2.382156e-05 -0.005919171 -0.008271569 -0.005029072
## demo$major8  0.022357046  6.196139e-02  0.072284889  0.002156242  0.034425029
##                     146          147          148         149         150
## (Intercept)  0.14711854  0.130919171  0.135255696  0.56354674  0.12898903
## demo$major1  0.04667874  0.010776605  0.043159155 -0.02576442  0.03570597
## demo$major2  0.09660440  0.126401148  0.101537892 -0.12931431  0.10909453
## demo$major3 -0.07609282 -0.065209878 -0.089738302  0.06412928 -0.09050199
## demo$major4 -0.03083947 -0.110511008 -0.044346605  0.09162567 -0.08551077
## demo$major5 -0.04417262 -0.074846847 -0.051278451  0.06859974 -0.06148482
## demo$major6  0.03445549  0.022528141  0.031116521 -0.02995462  0.03175904
## demo$major7 -0.02011319 -0.005919171 -0.008271569  0.01978659 -0.00247954
## demo$major8 -0.01660591  0.072284889  0.002156242 -0.04049937  0.03880624
##                      151          152          153          154         155
## (Intercept)  0.130919171  0.130919171  0.134077746  0.133766256  0.13740890
## demo$major1  0.010776605  0.010776605  0.035556415  0.037683444  0.01671004
## demo$major2  0.126401148  0.126401148  0.110271781  0.103780549  0.12050700
## demo$major3 -0.065209878 -0.065209878 -0.078692165 -0.085025194 -0.06372354
## demo$major4 -0.110511008 -0.110511008 -0.067411079 -0.067099590 -0.07357911
## demo$major5 -0.074846847 -0.074846847 -0.055575549 -0.055049288 -0.06617268
## demo$major6  0.022528141  0.022528141  0.028821666  0.028740300  0.02159018
## demo$major7 -0.005919171 -0.005919171 -0.007266152 -0.006954662 -0.01131241
## demo$major8  0.072284889  0.072284889  0.015962992  0.022357046  0.03978760
##                      156          157          158           159          160
## (Intercept)  0.130919171  0.130919171  0.135255696  1.256125e-01  0.142022184
## demo$major1  0.010776605  0.010776605  0.043159155  2.211794e-02  0.044436026
## demo$major2  0.126401148  0.126401148  0.101537892  1.257148e-01  0.102493412
## demo$major3 -0.065209878 -0.065209878 -0.089738302 -6.854879e-02 -0.082219076
## demo$major4 -0.110511008 -0.110511008 -0.044346605 -1.256125e-01 -0.051113093
## demo$major5 -0.074846847 -0.074846847 -0.051278451 -7.058379e-02 -0.051284763
## demo$major6  0.022528141  0.022528141  0.031116521  2.604119e-02  0.037511144
## demo$major7 -0.005919171 -0.005919171 -0.008271569 -2.382156e-05 -0.015038057
## demo$major8  0.072284889  0.072284889  0.002156242  6.196139e-02  0.001648712
##                     161         162          163          164         165
## (Intercept)  0.13740890  0.56354674  0.130919171  0.130919171  0.13568432
## demo$major1  0.01671004 -0.02576442  0.010776605  0.010776605  0.01212501
## demo$major2  0.12050700 -0.12931431  0.126401148  0.126401148  0.12199221
## demo$major3 -0.06372354  0.06412928 -0.065209878 -0.065209878 -0.05971100
## demo$major4 -0.07357911  0.09162567 -0.110511008 -0.110511008 -0.09401765
## demo$major5 -0.06617268  0.06859974 -0.074846847 -0.074846847 -0.06924109
## demo$major6  0.02159018 -0.02995462  0.022528141  0.022528141  0.01954059
## demo$major7 -0.01131241  0.01978659 -0.005919171 -0.005919171 -0.01009562
## demo$major8  0.03978760 -0.04049937  0.072284889  0.072284889  0.05773826
##                      166          167          168          169          170
## (Intercept)  0.130919171  0.130919171  0.135255696  0.130919171  0.294267363
## demo$major1  0.010776605  0.010776605  0.043159155  0.010776605  0.039472135
## demo$major2  0.126401148  0.126401148  0.101537892  0.126401148  0.011987919
## demo$major3 -0.065209878 -0.065209878 -0.089738302 -0.065209878 -0.002513807
## demo$major4 -0.110511008 -0.110511008 -0.044346605 -0.110511008  0.039065970
## demo$major5 -0.074846847 -0.074846847 -0.051278451 -0.074846847  0.005312600
## demo$major6  0.022528141  0.022528141  0.031116521  0.022528141  0.019813830
## demo$major7 -0.005919171 -0.005919171 -0.008271569 -0.005919171 -0.025999095
## demo$major8  0.072284889  0.072284889  0.002156242  0.072284889 -0.071030182
##                     171          172          173         174          175
## (Intercept)  0.56354674  0.130442916  0.154117195  0.13568432  0.132582380
## demo$major1 -0.02576442  0.041023045  0.040421379  0.01212501  0.015241096
## demo$major2 -0.12931431  0.107103890  0.097542257  0.12199221  0.125094146
## demo$major3  0.06412928 -0.095307295 -0.083091472 -0.05971100 -0.069307471
## demo$major4  0.09162567 -0.063776249 -0.037838125 -0.09401765 -0.090915713
## demo$major5  0.06859974 -0.058001325 -0.047837944 -0.06924109 -0.072000662
## demo$major6 -0.02995462  0.034164908  0.027089510  0.01954059  0.024607044
## demo$major7  0.01978659 -0.003631321  0.002299918 -0.01009562 -0.006993683
## demo$major8 -0.04049937  0.019499176 -0.006195927  0.05773826  0.055070291
##                     176           177          178          179         180
## (Intercept)  0.13711186  4.699388e-01  0.132292076  0.149452144  0.14288590
## demo$major1  0.01874820 -1.614308e-05  0.017237527  0.045125473  0.04503588
## demo$major2  0.11431053 -7.112925e-02  0.119035243  0.094270800  0.09390768
## demo$major3 -0.06977570  4.509042e-02 -0.075228347 -0.078426421 -0.08308280
## demo$major4 -0.07328207  7.844833e-02 -0.090625410 -0.033173074 -0.05197681
## demo$major5 -0.06567947  5.081122e-02 -0.071522603 -0.046681665 -0.05231525
## demo$major6  0.02151598 -9.007205e-03  0.024536064  0.032347730  0.03494333
## demo$major7 -0.01101536 -6.870590e-03 -0.006703379 -0.022446796 -0.01590178
## demo$major8  0.04589554 -6.501791e-02  0.061044572 -0.005072065  0.01218808
##                      181          182         183          184           185
## (Intercept)  0.130919171  0.277528952  0.56354674  0.130919171  0.1531591880
## demo$major1  0.010776605  0.035553637 -0.02576442  0.010776605  0.0091224369
## demo$major2  0.126401148  0.020913232 -0.12931431  0.126401148  0.1190424199
## demo$major3 -0.065209878 -0.022735742  0.06412928 -0.065209878 -0.0531977799
## demo$major4 -0.110511008  0.019768346  0.09162567 -0.110511008 -0.0893294008
## demo$major5 -0.074846847 -0.005938938  0.06859974 -0.074846847 -0.0666175316
## demo$major6  0.022528141  0.016081499 -0.02995462  0.022528141  0.0157522889
## demo$major7 -0.005919171 -0.012491358  0.01978659 -0.005919171 -0.0007469073
## demo$major8  0.072284889 -0.042531499 -0.04049937  0.072284889  0.0513702510
##                      186          187          188          189          190
## (Intercept)  0.135255696  0.471546828  0.221530737  0.130919171  0.130919171
## demo$major1  0.043159155  0.003672538  0.047355652  0.010776605  0.010776605
## demo$major2  0.101537892 -0.072737304  0.061207358  0.126401148  0.126401148
## demo$major3 -0.089738302  0.043482364 -0.034639765 -0.065209878 -0.065209878
## demo$major4 -0.044346605  0.076840269  0.009238493 -0.110511008 -0.110511008
## demo$major5 -0.051278451  0.049203159 -0.013242878 -0.074846847 -0.074846847
## demo$major6  0.031116521 -0.009970073  0.034223443  0.022528141  0.022528141
## demo$major7 -0.008271569 -0.008478646 -0.063197404 -0.005919171 -0.005919171
## demo$major8  0.002156242 -0.057834967 -0.045882034  0.072284889  0.072284889
##                      191           192          193          194         195
## (Intercept)  0.294875522  1.256125e-01  0.130442916  0.130919171  0.56354674
## demo$major1  0.038812945  2.211794e-02  0.041023045  0.010776605 -0.02576442
## demo$major2  0.011379760  1.257148e-01  0.107103890  0.126401148 -0.12931431
## demo$major3 -0.003121966 -6.854879e-02 -0.095307295 -0.065209878  0.06412928
## demo$major4  0.038457811 -1.256125e-01 -0.063776249 -0.110511008  0.09162567
## demo$major5  0.004704441 -7.058379e-02 -0.058001325 -0.074846847  0.06859974
## demo$major6  0.019169338  2.604119e-02  0.034164908  0.022528141 -0.02995462
## demo$major7 -0.026607254 -2.382156e-05 -0.003631321 -0.005919171  0.01978659
## demo$major8 -0.066494210  6.196139e-02  0.019499176  0.072284889 -0.04049937
##                      196         197          198          199          200
## (Intercept)  0.135255696  0.14370345  0.130919171  0.127116343  0.132582380
## demo$major1  0.043159155  0.01792229  0.010776605  0.026920207  0.015241096
## demo$major2  0.101537892  0.12135530  0.126401148  0.124306044  0.125094146
## demo$major3 -0.089738302 -0.05672905 -0.065209878 -0.072767204 -0.069307471
## demo$major4 -0.044346605 -0.07987366 -0.110511008 -0.105839747 -0.090915713
## demo$major5 -0.051278451 -0.06618536 -0.074846847 -0.067544406 -0.072000662
## demo$major6  0.031116521  0.02754557  0.022528141  0.028234308  0.024607044
## demo$major7 -0.008271569 -0.01760696 -0.005919171 -0.001019852 -0.006993683
## demo$major8  0.002156242  0.03933188  0.072284889  0.044097160  0.055070291
##                     201           202          203          204         205
## (Intercept)  0.21295417  1.256125e-01  0.130919171  0.393023189  0.14629025
## demo$major1  0.05295189  2.211794e-02  0.010776605  0.018632848  0.04161447
## demo$major2  0.05192678  1.257148e-01  0.126401148 -0.020892798  0.09050334
## demo$major3 -0.02606320 -6.854879e-02 -0.065209878  0.023998525 -0.07254986
## demo$major4  0.01781506 -1.256125e-01 -0.110511008  0.061522266 -0.05538116
## demo$major5 -0.01747677 -7.058379e-02 -0.074846847  0.030714828 -0.04929296
## demo$major6  0.03486256  2.604119e-02  0.022528141  0.007246215  0.02938778
## demo$major7 -0.05462084 -2.382156e-05 -0.005919171 -0.032729071 -0.01930612
## demo$major8 -0.05472061  6.196139e-02  0.072284889 -0.061554819  0.01511544
##                     206          207          208         209          210
## (Intercept)  0.56354674  0.132582380  0.132582380  0.13740890  0.135255696
## demo$major1 -0.02576442  0.015241096  0.015241096  0.01671004  0.043159155
## demo$major2 -0.12931431  0.125094146  0.125094146  0.12050700  0.101537892
## demo$major3  0.06412928 -0.069307471 -0.069307471 -0.06372354 -0.089738302
## demo$major4  0.09162567 -0.090915713 -0.090915713 -0.07357911 -0.044346605
## demo$major5  0.06859974 -0.072000662 -0.072000662 -0.06617268 -0.051278451
## demo$major6 -0.02995462  0.024607044  0.024607044  0.02159018  0.031116521
## demo$major7  0.01978659 -0.006993683 -0.006993683 -0.01131241 -0.008271569
## demo$major8 -0.04049937  0.055070291  0.055070291  0.03978760  0.002156242
##                     211           212          213          214          215
## (Intercept)  0.56354674  1.256125e-01  0.130919171  0.130919171  0.130919171
## demo$major1 -0.02576442  2.211794e-02  0.010776605  0.010776605  0.010776605
## demo$major2 -0.12931431  1.257148e-01  0.126401148  0.126401148  0.126401148
## demo$major3  0.06412928 -6.854879e-02 -0.065209878 -0.065209878 -0.065209878
## demo$major4  0.09162567 -1.256125e-01 -0.110511008 -0.110511008 -0.110511008
## demo$major5  0.06859974 -7.058379e-02 -0.074846847 -0.074846847 -0.074846847
## demo$major6 -0.02995462  2.604119e-02  0.022528141  0.022528141  0.022528141
## demo$major7  0.01978659 -2.382156e-05 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.04049937  6.196139e-02  0.072284889  0.072284889  0.072284889
##                     216          217          218          219          220
## (Intercept)  0.56354674  0.130919171  0.130919171  0.130919171  0.130919171
## demo$major1 -0.02576442  0.010776605  0.010776605  0.010776605  0.010776605
## demo$major2 -0.12931431  0.126401148  0.126401148  0.126401148  0.126401148
## demo$major3  0.06412928 -0.065209878 -0.065209878 -0.065209878 -0.065209878
## demo$major4  0.09162567 -0.110511008 -0.110511008 -0.110511008 -0.110511008
## demo$major5  0.06859974 -0.074846847 -0.074846847 -0.074846847 -0.074846847
## demo$major6 -0.02995462  0.022528141  0.022528141  0.022528141  0.022528141
## demo$major7  0.01978659 -0.005919171 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.04049937  0.072284889  0.072284889  0.072284889  0.072284889
##                      221          222          223         224         225
## (Intercept)  0.130919171  0.130919171  0.130919171  0.13568432  0.16665616
## demo$major1  0.010776605  0.010776605  0.010776605  0.01212501  0.04388936
## demo$major2  0.126401148  0.126401148  0.126401148  0.12199221  0.09231423
## demo$major3 -0.065209878 -0.065209878 -0.065209878 -0.05971100 -0.06884321
## demo$major4 -0.110511008 -0.110511008 -0.110511008 -0.09401765 -0.02379902
## demo$major5 -0.074846847 -0.074846847 -0.074846847 -0.06924109 -0.04042296
## demo$major6  0.022528141  0.022528141  0.022528141  0.01954059  0.03036716
## demo$major7 -0.005919171 -0.005919171 -0.005919171 -0.01009562 -0.00950324
## demo$major8  0.072284889  0.072284889  0.072284889  0.05773826 -0.02564554
##                     226          227           228         229         230
## (Intercept)  0.13951224  0.177525122  1.256125e-01  0.56354674  0.56354674
## demo$major1  0.02526892  0.052116963  2.211794e-02 -0.02576442 -0.02576442
## demo$major2  0.10521584  0.064585119  1.257148e-01 -0.12931431 -0.12931431
## demo$major3 -0.08124265 -0.051547124 -6.854879e-02  0.06412928  0.06412928
## demo$major4 -0.05255572 -0.006793414 -1.256125e-01  0.09162567  0.09162567
## demo$major5 -0.06008278 -0.030758125 -7.058379e-02  0.06859974  0.06859974
## demo$major6  0.02496490  0.035696346  2.604119e-02 -0.02995462 -0.02995462
## demo$major7 -0.01300275 -0.051037027 -2.382156e-05  0.01978659  0.01978659
## demo$major8  0.03440668 -0.023218724  6.196139e-02 -0.04049937 -0.04049937
##                      231          232           233          234         235
## (Intercept)  0.128292452  0.130919171  1.256125e-01  0.127116343  0.56354674
## demo$major1  0.034013909  0.010776605  2.211794e-02  0.026920207 -0.02576442
## demo$major2  0.116435624  0.126401148  1.257148e-01  0.124306044 -0.12931431
## demo$major3 -0.083311903 -0.065209878 -6.854879e-02 -0.072767204  0.06412928
## demo$major4 -0.084814191 -0.110511008 -1.256125e-01 -0.105839747  0.09162567
## demo$major5 -0.063818545 -0.074846847 -7.058379e-02 -0.067544406  0.06859974
## demo$major6  0.030440198  0.022528141  2.604119e-02  0.028234308 -0.02995462
## demo$major7 -0.001782964 -0.005919171 -2.382156e-05 -0.001019852  0.01978659
## demo$major8  0.031633411  0.072284889  6.196139e-02  0.044097160 -0.04049937
##                     236          237          238          239         240
## (Intercept)  0.38830193  0.130919171  0.148003171  0.130919171  0.13740890
## demo$major1  0.02389066  0.010776605  0.047296727  0.010776605  0.01671004
## demo$major2 -0.02716055  0.126401148  0.087783265  0.126401148  0.12050700
## demo$major3  0.02871978 -0.065209878 -0.076977449 -0.065209878 -0.06372354
## demo$major4  0.06624352 -0.110511008 -0.031724102 -0.110511008 -0.07357911
## demo$major5  0.03543609 -0.074846847 -0.045232693 -0.074846847 -0.06617268
## demo$major6  0.00761372  0.022528141  0.031820696  0.022528141  0.02159018
## demo$major7 -0.02800781 -0.005919171 -0.020997824 -0.005919171 -0.01131241
## demo$major8 -0.08817363  0.072284889 -0.005779674  0.072284889  0.03978760
##                      241          242          243          244         245
## (Intercept)  0.135255696  0.130919171  0.169980059  0.130919171  0.13568432
## demo$major1  0.043159155  0.010776605  0.043863083  0.010776605  0.01212501
## demo$major2  0.101537892  0.126401148  0.072663801  0.126401148  0.12199221
## demo$major3 -0.089738302 -0.065209878 -0.072167100 -0.065209878 -0.05971100
## demo$major4 -0.044346605 -0.110511008 -0.027122916 -0.110511008 -0.09401765
## demo$major5 -0.051278451 -0.074846847 -0.039891248 -0.074846847 -0.06924109
## demo$major6  0.031116521  0.022528141  0.027352184  0.022528141  0.01954059
## demo$major7 -0.008271569 -0.005919171 -0.012827134 -0.005919171 -0.01009562
## demo$major8  0.002156242  0.072284889 -0.006571086  0.072284889  0.05773826
##                      246          247           248          249          250
## (Intercept)  0.130919171  0.135255696  0.2923133267  0.130919171  0.130919171
## demo$major1  0.010776605  0.043159155  0.0428890547  0.010776605  0.010776605
## demo$major2  0.126401148  0.101537892  0.0237941719  0.126401148  0.126401148
## demo$major3 -0.065209878 -0.089738302 -0.0005597703 -0.065209878 -0.065209878
## demo$major4 -0.110511008 -0.044346605  0.0410200066 -0.110511008 -0.110511008
## demo$major5 -0.074846847 -0.051278451  0.0072666367 -0.074846847 -0.074846847
## demo$major6  0.022528141  0.031116521  0.0274632289  0.022528141  0.022528141
## demo$major7 -0.005919171 -0.008271569 -0.0610820955 -0.005919171 -0.005919171
## demo$major8  0.072284889  0.002156242 -0.0751018070  0.072284889  0.072284889
##                      251          252          253          254          255
## (Intercept)  0.128292452  0.130919171  0.130288728  0.130919171  0.135255696
## demo$major1  0.034013909  0.010776605  0.023733016  0.010776605  0.043159155
## demo$major2  0.116435624  0.126401148  0.121133659  0.126401148  0.101537892
## demo$major3 -0.083311903 -0.065209878 -0.062952576 -0.065209878 -0.089738302
## demo$major4 -0.084814191 -0.110511008 -0.109012132 -0.110511008 -0.044346605
## demo$major5 -0.063818545 -0.074846847 -0.064723525 -0.074846847 -0.051278451
## demo$major6  0.030440198  0.022528141  0.023053852  0.022528141  0.031116521
## demo$major7 -0.001782964 -0.005919171 -0.004192237 -0.005919171 -0.008271569
## demo$major8  0.031633411  0.072284889  0.046825544  0.072284889  0.002156242
##                      256         257          258           259          260
## (Intercept)  0.177525122  0.13880764  0.160766141  0.1268193020  0.207951146
## demo$major1  0.052116963  0.03255199  0.043535853  0.0289583597  0.020916833
## demo$major2  0.064585119  0.10592043  0.082956803  0.1181095786  0.082835048
## demo$major3 -0.051547124 -0.06693262 -0.060802689 -0.0788193691 -0.036473256
## demo$major4 -0.006793414 -0.09532938 -0.044487071 -0.1055427063 -0.017474955
## demo$major5 -0.030758125 -0.06192032 -0.044649492 -0.0670512003 -0.036994918
## demo$major6  0.035696346  0.02879178  0.030575823  0.0281601063  0.022905312
## demo$major7 -0.051037027 -0.01229816 -0.033760793 -0.0007228108 -0.020495191
## demo$major8 -0.023218724  0.04396215  0.008227293  0.0502050927 -0.008657478
##                      261          262          263         264         265
## (Intercept)  0.130919171  0.351978802  0.265692305  0.56354674  0.56354674
## demo$major1  0.010776605  0.031806091  0.044427615 -0.02576442 -0.02576442
## demo$major2  0.126401148 -0.009526409  0.032749879 -0.12931431 -0.12931431
## demo$major3 -0.065209878  0.020662190 -0.010899096  0.06412928  0.06412928
## demo$major4 -0.110511008  0.059785904  0.031604992  0.09162567  0.09162567
## demo$major5 -0.074846847  0.027794560 -0.002785765  0.06859974  0.06859974
## demo$major6  0.022528141  0.013261239  0.027011913 -0.02995462 -0.02995462
## demo$major7 -0.005919171 -0.037693087 -0.036368997  0.01978659  0.01978659
## demo$major8  0.072284889 -0.083337383 -0.067437211 -0.04049937 -0.04049937
##                      266         267          268          269         270
## (Intercept)  0.130919171  0.13568432  0.130919171  0.130919171  0.13568432
## demo$major1  0.010776605  0.01212501  0.010776605  0.010776605  0.01212501
## demo$major2  0.126401148  0.12199221  0.126401148  0.126401148  0.12199221
## demo$major3 -0.065209878 -0.05971100 -0.065209878 -0.065209878 -0.05971100
## demo$major4 -0.110511008 -0.09401765 -0.110511008 -0.110511008 -0.09401765
## demo$major5 -0.074846847 -0.06924109 -0.074846847 -0.074846847 -0.06924109
## demo$major6  0.022528141  0.01954059  0.022528141  0.022528141  0.01954059
## demo$major7 -0.005919171 -0.01009562 -0.005919171 -0.005919171 -0.01009562
## demo$major8  0.072284889  0.05773826  0.072284889  0.072284889  0.05773826
##                     271          272           273          274         275
## (Intercept)  0.12898903  0.202353451  1.256125e-01  0.326932380  0.12898903
## demo$major1  0.03570597  0.045621521  2.211794e-02  0.032815858  0.03570597
## demo$major2  0.10909453  0.080341254  1.257148e-01  0.007393017  0.10909453
## demo$major3 -0.09050199 -0.046723219 -6.854879e-02  0.004032802 -0.09050199
## demo$major4 -0.08551077 -0.002353451 -1.256125e-01  0.044496192 -0.08551077
## demo$major5 -0.06148482 -0.025532267 -7.058379e-02  0.011533648 -0.06148482
## demo$major6  0.03175904  0.031747625  2.604119e-02  0.021152880  0.03175904
## demo$major7 -0.00247954 -0.044210256 -2.382156e-05 -0.055564858 -0.00247954
## demo$major8  0.03880624 -0.040152653  6.196139e-02 -0.059949865  0.03880624
##                     276          277          278          279          280
## (Intercept)  0.14067923  0.130919171  0.130919171  0.292921486  0.515328370
## demo$major1  0.03681110  0.010776605  0.010776605  0.042229865 -0.014377757
## demo$major2  0.11118909  0.126401148  0.126401148  0.023186013 -0.098228095
## demo$major3 -0.07135637 -0.065209878 -0.065209878 -0.001167930  0.053995803
## demo$major4 -0.07401257 -0.110511008 -0.110511008  0.040411847  0.084671630
## demo$major5 -0.05558420 -0.074846847 -0.074846847  0.006658477  0.059126115
## demo$major6  0.03506282  0.022528141  0.022528141  0.026818737 -0.018112794
## demo$major7 -0.01386764 -0.005919171 -0.005919171 -0.061690255  0.005408957
## demo$major8  0.01547386  0.072284889  0.072284889 -0.070565835 -0.053967011
##                      281         282          283          284         285
## (Intercept)  0.130919171  0.56354674  0.130919171  0.145563607  0.12898903
## demo$major1  0.010776605 -0.02576442  0.010776605  0.039847197  0.03570597
## demo$major2  0.126401148 -0.12931431  0.126401148  0.098198622  0.10909453
## demo$major3 -0.065209878  0.06412928 -0.065209878 -0.065020495 -0.09050199
## demo$major4 -0.110511008  0.09162567 -0.110511008 -0.054654516 -0.08551077
## demo$major5 -0.074846847  0.06859974 -0.074846847 -0.051740924 -0.06148482
## demo$major6  0.022528141 -0.02995462  0.022528141  0.028005793  0.03175904
## demo$major7 -0.005919171  0.01978659 -0.005919171 -0.018579480 -0.00247954
## demo$major8  0.072284889 -0.04049937  0.072284889  0.007599246  0.03880624
##                      286          287           288          289          290
## (Intercept)  0.160052986  0.130919171  1.256125e-01  0.127116343  0.127116343
## demo$major1  0.044395290  0.010776605  2.211794e-02  0.026920207  0.026920207
## demo$major2  0.099542974  0.126401148  1.257148e-01  0.124306044  0.124306044
## demo$major3 -0.074375249 -0.065209878 -6.854879e-02 -0.072767204 -0.072767204
## demo$major4 -0.043773916 -0.110511008 -1.256125e-01 -0.105839747 -0.105839747
## demo$major5 -0.042915924 -0.074846847 -7.058379e-02 -0.067544406 -0.067544406
## demo$major6  0.037948813  0.022528141  2.604119e-02  0.028234308  0.028234308
## demo$major7 -0.033047638 -0.005919171 -2.382156e-05 -0.001019852 -0.001019852
## demo$major8 -0.003303331  0.072284889  6.196139e-02  0.044097160  0.044097160
##                     291          292          293          294          295
## (Intercept)  0.56354674  0.130919171  0.130919171  0.130919171  0.130919171
## demo$major1 -0.02576442  0.010776605  0.010776605  0.010776605  0.010776605
## demo$major2 -0.12931431  0.126401148  0.126401148  0.126401148  0.126401148
## demo$major3  0.06412928 -0.065209878 -0.065209878 -0.065209878 -0.065209878
## demo$major4  0.09162567 -0.110511008 -0.110511008 -0.110511008 -0.110511008
## demo$major5  0.06859974 -0.074846847 -0.074846847 -0.074846847 -0.074846847
## demo$major6 -0.02995462  0.022528141  0.022528141  0.022528141  0.022528141
## demo$major7  0.01978659 -0.005919171 -0.005919171 -0.005919171 -0.005919171
## demo$major8 -0.04049937  0.072284889  0.072284889  0.072284889  0.072284889
##                      296          297         298         299          300
## (Intercept)  0.130919171  0.135255696  0.56354674  0.21180828  0.130919171
## demo$major1  0.010776605  0.043159155 -0.02576442  0.05599469  0.010776605
## demo$major2  0.126401148  0.101537892 -0.12931431  0.05307267  0.126401148
## demo$major3 -0.065209878 -0.089738302  0.06412928 -0.02491731 -0.065209878
## demo$major4 -0.110511008 -0.044346605  0.09162567  0.01896095 -0.110511008
## demo$major5 -0.074846847 -0.051278451  0.06859974 -0.01188643 -0.074846847
## demo$major6  0.022528141  0.031116521 -0.02995462  0.03973704  0.022528141
## demo$major7 -0.005919171 -0.008271569  0.01978659 -0.08680828 -0.005919171
## demo$major8  0.072284889  0.002156242 -0.04049937 -0.05088882  0.072284889
##                     301         302          303          304          305
## (Intercept)  0.56354674  0.14881023  0.130919171  0.127798793  0.130288728
## demo$major1 -0.02576442  0.01946674  0.010776605  0.028577012  0.023733016
## demo$major2 -0.12931431  0.11653289  0.126401148  0.117130088  0.121133659
## demo$major3  0.06412928 -0.05065915 -0.065209878 -0.079798860 -0.062952576
## demo$major4  0.09162567 -0.06185370 -0.110511008 -0.106522197 -0.109012132
## demo$major5  0.06859974 -0.06005155 -0.074846847 -0.065263893 -0.064723525
## demo$major6 -0.02995462  0.02451891  0.022528141  0.029523680  0.023053852
## demo$major7  0.01978659 -0.02230074 -0.005919171 -0.001702302 -0.004192237
## demo$major8 -0.04049937  0.02330586  0.072284889  0.051109820  0.046825544
##                      306          307         308         309         310
## (Intercept)  0.516956244  0.131842655  0.13711186  0.16727881  0.56354674
## demo$major1 -0.012001213  0.028670647  0.01874820  0.01640570 -0.02576442
## demo$major2 -0.099855969  0.119529939  0.11431053  0.11323255 -0.12931431
## demo$major3  0.052367929 -0.067079563 -0.06977570 -0.04351874  0.06412928
## demo$major4  0.083043756 -0.088364394 -0.07328207 -0.05616769  0.09162567
## demo$major5  0.057498241 -0.061442822 -0.06567947 -0.05704355  0.06859974
## demo$major6 -0.020088871  0.025218139  0.02151598  0.02060966 -0.02995462
## demo$major7  0.003781083 -0.005333167 -0.01101536 -0.01268943  0.01978659
## demo$major8 -0.040135948  0.028177317  0.04589554  0.01583725 -0.04049937
##                      311          312
## (Intercept)  0.135255696  0.130919171
## demo$major1  0.043159155  0.010776605
## demo$major2  0.101537892  0.126401148
## demo$major3 -0.089738302 -0.065209878
## demo$major4 -0.044346605 -0.110511008
## demo$major5 -0.051278451 -0.074846847
## demo$major6  0.031116521  0.022528141
## demo$major7 -0.008271569 -0.005919171
## demo$major8  0.002156242  0.072284889
## 
## $f.perms
##              [,1]
##    [1,] 0.8293937
##    [2,] 1.4959581
##    [3,] 1.2968949
##    [4,] 2.0413504
##    [5,] 1.7777756
##    [6,] 0.8682376
##    [7,] 0.4586954
##    [8,] 1.0120462
##    [9,] 1.1174825
##   [10,] 0.7780780
##   [11,] 0.6130795
##   [12,] 0.4037594
##   [13,] 0.7424392
##   [14,] 0.3764918
##   [15,] 0.5903661
##   [16,] 2.0913597
##   [17,] 0.7762767
##   [18,] 0.7687148
##   [19,] 1.2485996
##   [20,] 0.2907671
##   [21,] 0.9780470
##   [22,] 0.9983030
##   [23,] 0.9268027
##   [24,] 1.1063293
##   [25,] 0.3692476
##   [26,] 0.9912111
##   [27,] 0.9317484
##   [28,] 1.0509036
##   [29,] 1.0332649
##   [30,] 0.4775592
##   [31,] 0.8757906
##   [32,] 2.0310914
##   [33,] 2.6481841
##   [34,] 0.9949619
##   [35,] 1.5147263
##   [36,] 0.5384025
##   [37,] 1.3154135
##   [38,] 1.6021178
##   [39,] 1.7646560
##   [40,] 1.7511399
##   [41,] 0.9778048
##   [42,] 1.2914059
##   [43,] 0.5151225
##   [44,] 0.8400540
##   [45,] 1.0834569
##   [46,] 0.8135556
##   [47,] 2.0620508
##   [48,] 0.6053318
##   [49,] 1.2864834
##   [50,] 0.6958332
##   [51,] 1.4286343
##   [52,] 0.7968818
##   [53,] 1.2389458
##   [54,] 1.0307673
##   [55,] 0.5994686
##   [56,] 0.9112134
##   [57,] 0.6609590
##   [58,] 1.6378760
##   [59,] 3.2174982
##   [60,] 1.3234459
##   [61,] 1.2612760
##   [62,] 1.1298186
##   [63,] 1.3915234
##   [64,] 1.1580222
##   [65,] 0.8092329
##   [66,] 1.2283341
##   [67,] 0.8656231
##   [68,] 0.8093406
##   [69,] 0.8264756
##   [70,] 0.6266967
##   [71,] 0.9164001
##   [72,] 1.0453704
##   [73,] 1.0280256
##   [74,] 0.7104767
##   [75,] 0.7905795
##   [76,] 0.7471027
##   [77,] 0.6206776
##   [78,] 1.4632876
##   [79,] 1.1994999
##   [80,] 0.4893773
##   [81,] 0.6410973
##   [82,] 0.7383007
##   [83,] 1.2311648
##   [84,] 0.7739433
##   [85,] 0.4395188
##   [86,] 0.3723154
##   [87,] 0.6275005
##   [88,] 0.6219011
##   [89,] 1.7382706
##   [90,] 0.4907907
##   [91,] 0.8401918
##   [92,] 0.7335536
##   [93,] 0.6134570
##   [94,] 1.3377391
##   [95,] 1.8971790
##   [96,] 1.0687849
##   [97,] 1.3959960
##   [98,] 1.6415732
##   [99,] 1.3257464
##  [100,] 1.0582692
##  [101,] 0.2780398
##  [102,] 0.2453954
##  [103,] 0.8544488
##  [104,] 1.7438010
##  [105,] 0.7526050
##  [106,] 1.0495214
##  [107,] 1.5933487
##  [108,] 1.0529973
##  [109,] 0.5077401
##  [110,] 1.1313337
##  [111,] 0.9514005
##  [112,] 0.8313990
##  [113,] 0.6812388
##  [114,] 0.3307081
##  [115,] 0.7103731
##  [116,] 0.8457535
##  [117,] 0.8954254
##  [118,] 1.9906650
##  [119,] 0.7569410
##  [120,] 0.4418106
##  [121,] 0.5527883
##  [122,] 1.1149166
##  [123,] 0.7614141
##  [124,] 1.2173816
##  [125,] 0.5850131
##  [126,] 0.8432731
##  [127,] 0.6442855
##  [128,] 0.6919435
##  [129,] 0.7655778
##  [130,] 1.3360900
##  [131,] 0.7686893
##  [132,] 1.9465603
##  [133,] 1.5368458
##  [134,] 0.4943219
##  [135,] 0.2460893
##  [136,] 1.4332882
##  [137,] 1.9245145
##  [138,] 1.0224549
##  [139,] 0.8451420
##  [140,] 0.6980448
##  [141,] 0.7170218
##  [142,] 1.4974768
##  [143,] 0.7381619
##  [144,] 0.4571670
##  [145,] 0.8559681
##  [146,] 0.7786855
##  [147,] 0.9019572
##  [148,] 0.5463281
##  [149,] 1.2187893
##  [150,] 0.9506755
##  [151,] 1.7972506
##  [152,] 1.5552966
##  [153,] 0.6418126
##  [154,] 0.5114434
##  [155,] 0.7985753
##  [156,] 1.7972569
##  [157,] 0.4931878
##  [158,] 1.2818761
##  [159,] 1.4995401
##  [160,] 0.8396023
##  [161,] 0.8532175
##  [162,] 1.1303714
##  [163,] 0.8740944
##  [164,] 1.4775953
##  [165,] 2.6669212
##  [166,] 0.5954173
##  [167,] 1.1910472
##  [168,] 0.7843558
##  [169,] 1.2498008
##  [170,] 1.6980294
##  [171,] 1.2937659
##  [172,] 0.4444666
##  [173,] 0.4480128
##  [174,] 0.3570893
##  [175,] 0.9646282
##  [176,] 0.7331537
##  [177,] 0.6670093
##  [178,] 0.5238543
##  [179,] 0.9054861
##  [180,] 0.8515525
##  [181,] 0.6757707
##  [182,] 0.3857039
##  [183,] 1.7861310
##  [184,] 1.1158883
##  [185,] 0.7914416
##  [186,] 1.0135204
##  [187,] 0.8083840
##  [188,] 2.3521101
##  [189,] 0.4119198
##  [190,] 0.9136607
##  [191,] 1.2817863
##  [192,] 0.5860876
##  [193,] 0.6485916
##  [194,] 0.4105330
##  [195,] 1.2016586
##  [196,] 0.8946145
##  [197,] 0.4797612
##  [198,] 0.7640967
##  [199,] 0.9258734
##  [200,] 0.6733772
##  [201,] 0.6598667
##  [202,] 0.2565704
##  [203,] 1.1033509
##  [204,] 1.0660985
##  [205,] 0.6890971
##  [206,] 1.9764584
##  [207,] 1.4282223
##  [208,] 0.7180820
##  [209,] 1.6176615
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##  [834,] 0.2654372
##  [835,] 2.3641258
##  [836,] 0.7417660
##  [837,] 0.8904379
##  [838,] 0.9278657
##  [839,] 0.9033368
##  [840,] 0.4970925
##  [841,] 0.5629765
##  [842,] 0.7394106
##  [843,] 0.5130664
##  [844,] 0.6930188
##  [845,] 1.8794396
##  [846,] 0.6069958
##  [847,] 0.9121731
##  [848,] 0.5548201
##  [849,] 1.2118943
##  [850,] 1.5171404
##  [851,] 0.8799522
##  [852,] 2.2048576
##  [853,] 1.5037858
##  [854,] 1.6579357
##  [855,] 1.4079748
##  [856,] 0.3406399
##  [857,] 0.7116253
##  [858,] 1.0336208
##  [859,] 0.9704448
##  [860,] 0.9772532
##  [861,] 1.5234806
##  [862,] 0.7491243
##  [863,] 0.6768448
##  [864,] 0.8598530
##  [865,] 0.4358770
##  [866,] 0.5108454
##  [867,] 1.8247591
##  [868,] 0.5673347
##  [869,] 1.0414785
##  [870,] 2.1182768
##  [871,] 1.2449175
##  [872,] 0.1433179
##  [873,] 0.7644669
##  [874,] 0.5368661
##  [875,] 0.5682722
##  [876,] 0.8135381
##  [877,] 1.2068985
##  [878,] 0.9754897
##  [879,] 0.7844561
##  [880,] 0.7309606
##  [881,] 1.2800991
##  [882,] 0.5073190
##  [883,] 0.6156445
##  [884,] 1.3842797
##  [885,] 1.3046221
##  [886,] 0.5652184
##  [887,] 1.1642373
##  [888,] 1.4004636
##  [889,] 0.9144735
##  [890,] 1.2993369
##  [891,] 0.7301161
##  [892,] 0.8231423
##  [893,] 0.9603401
##  [894,] 0.9921758
##  [895,] 0.8272917
##  [896,] 1.5575565
##  [897,] 2.1863149
##  [898,] 0.3575132
##  [899,] 0.5572607
##  [900,] 0.7885409
##  [901,] 0.4378542
##  [902,] 0.8449645
##  [903,] 0.9832028
##  [904,] 0.6879694
##  [905,] 0.7168599
##  [906,] 0.6624127
##  [907,] 0.8786232
##  [908,] 0.8722980
##  [909,] 0.8220305
##  [910,] 0.5752230
##  [911,] 1.3120090
##  [912,] 0.9760252
##  [913,] 0.5983104
##  [914,] 0.5685095
##  [915,] 0.9740390
##  [916,] 1.7105860
##  [917,] 0.5872483
##  [918,] 1.2061600
##  [919,] 1.9833121
##  [920,] 0.4630225
##  [921,] 0.4924644
##  [922,] 0.5592421
##  [923,] 1.0811048
##  [924,] 0.8572962
##  [925,] 0.9138321
##  [926,] 0.8419405
##  [927,] 0.4625952
##  [928,] 0.6146699
##  [929,] 0.6475988
##  [930,] 1.0211517
##  [931,] 1.2372649
##  [932,] 1.5933742
##  [933,] 2.4416080
##  [934,] 0.4203795
##  [935,] 1.6012377
##  [936,] 0.8525288
##  [937,] 0.7711315
##  [938,] 0.8220368
##  [939,] 0.5025943
##  [940,] 2.9981419
##  [941,] 1.1757002
##  [942,] 1.0079792
##  [943,] 1.8193137
##  [944,] 0.9930413
##  [945,] 0.2961261
##  [946,] 1.4148858
##  [947,] 1.3599992
##  [948,] 1.3883549
##  [949,] 0.6270876
##  [950,] 2.0143667
##  [951,] 0.6186664
##  [952,] 1.3333875
##  [953,] 0.8210030
##  [954,] 0.5420204
##  [955,] 0.7204341
##  [956,] 1.1423950
##  [957,] 1.0905338
##  [958,] 0.9430723
##  [959,] 1.2190339
##  [960,] 0.5525492
##  [961,] 0.5808078
##  [962,] 1.9221576
##  [963,] 0.7021691
##  [964,] 1.2562178
##  [965,] 0.8897049
##  [966,] 1.1914144
##  [967,] 1.6971661
##  [968,] 0.6316594
##  [969,] 1.1555408
##  [970,] 0.4613786
##  [971,] 1.6747336
##  [972,] 1.3545715
##  [973,] 2.8472391
##  [974,] 0.5296608
##  [975,] 1.1944200
##  [976,] 0.6104922
##  [977,] 0.7161232
##  [978,] 0.7001903
##  [979,] 1.9528987
##  [980,] 1.8600864
##  [981,] 1.3646219
##  [982,] 2.6979850
##  [983,] 0.6698302
##  [984,] 0.6013427
##  [985,] 0.7419038
##  [986,] 0.6008732
##  [987,] 1.8585546
##  [988,] 0.6313086
##  [989,] 0.4703568
##  [990,] 0.7666496
##  [991,] 1.2309314
##  [992,] 0.6657721
##  [993,] 0.8133867
##  [994,] 1.2523482
##  [995,] 0.7712416
##  [996,] 1.2777780
##  [997,] 0.5816103
##  [998,] 0.3685004
##  [999,] 0.1559948
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
## 4             1           0           0           0           0           0
## 5             1           0           0           0           0           0
## 6             1           0           0           0           0           0
## 7             1           0           0           0           0           0
## 8             1           0           0           0           0           0
## 9             1           0           0           0           0           0
## 10            1           1           0           0           0           0
## 11            1          -1          -1          -1          -1          -1
## 12            1           0           0           0           0           0
## 13            1           0           0           0           0           0
## 14            1           0           0           0           0           0
## 15            1          -1          -1          -1          -1          -1
## 16            1           0           0           1           0           0
## 17            1           0           0           0           0           0
## 18            1           0           0           0           0           1
## 19            1           1           0           0           0           0
## 20            1           0           0           0           0           0
## 21            1           0           0           0           0           0
## 22            1           0           0           0           0           0
## 23            1           0           0           0           0           0
## 24            1           1           0           0           0           0
## 25            1           0           0           0           0           0
## 26            1           0           0           0           0           0
## 27            1           0           0           0           0           0
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## 32            1           0           0           0           0           0
## 33            1           1           0           0           0           0
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## 35            1           0           0           0           0           0
## 36            1           0           0           0           0           1
## 37            1           0           0           0           0           0
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## 40            1           0           0           0           0           0
## 41            1           0           1           0           0           0
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## 52            1           0           0           0           0           0
## 53            1           1           0           0           0           0
## 54            1          -1          -1          -1          -1          -1
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## 58            1          -1          -1          -1          -1          -1
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## 69            1          -1          -1          -1          -1          -1
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## 74            1           0           0           0           0           0
## 75            1           0           0           0           0           0
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## 79            1           0           0           0           0           0
## 80            1           0           0           0           0           0
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## 82            1           0           1           0           0           0
## 83            1           0           0           0           0           0
## 84            1           0           0           0           0           1
## 85            1           0           0           0           0           0
## 86            1           0           0           0           0           0
## 87            1          -1          -1          -1          -1          -1
## 88            1          -1          -1          -1          -1          -1
## 89            1           1           0           0           0           0
## 90            1           0           0           0           0           1
## 91            1          -1          -1          -1          -1          -1
## 92            1           0           0           0           0           0
## 93            1          -1          -1          -1          -1          -1
## 94            1           1           0           0           0           0
## 95            1           1           0           0           0           0
## 96            1           1           0           0           0           0
## 97            1           1           0           0           0           0
## 98            1           0           0           0           0           0
## 99            1          -1          -1          -1          -1          -1
## 100           1           0           0           0           0           1
## 101           1          -1          -1          -1          -1          -1
## 102           1           0           0           0           0           0
## 103           1           0           1           0           0           0
## 104           1           0           0           0           0           0
## 105           1           1           0           0           0           0
## 106           1           0           0           0           0           0
## 107           1          -1          -1          -1          -1          -1
## 108           1           0           0           0           0           0
## 109           1           1           0           0           0           0
## 110           1           0           0           0           0           0
## 111           1           0           0           0           0           0
## 112           1           0           0           0           0           0
## 113           1           1           0           0           0           0
## 114           1           0           0           0           0           0
## 115           1           0           0           0           0           0
## 116           1           0           0           0           0           0
## 117           1           1           0           0           0           0
## 118           1           0           0           0           0           0
## 119           1           0           0           0           0           0
## 120           1           0           0           0           0           0
## 121           1           0           0           0           0           0
## 122           1           1           0           0           0           0
## 123           1           1           0           0           0           0
## 124           1          -1          -1          -1          -1          -1
## 125           1           0           0           0           0           0
## 126           1           0           0           0           0           0
## 127           1           0           0           0           0           0
## 128           1           0           0           0           0           0
## 129           1           0           0           0           0           1
## 130           1           1           0           0           0           0
## 131           1           0           0           0           0           0
## 132           1           0           1           0           0           0
## 133           1           1           0           0           0           0
## 134           1           0           0           0           0           1
## 135           1           0           0           0           0           0
## 136           1           1           0           0           0           0
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## 138           1           1           0           0           0           0
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## 140           1           0           0           0           0           0
## 141           1          -1          -1          -1          -1          -1
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## 146           1           0           0           0           0           0
## 147           1           1           0           0           0           0
## 148           1          -1          -1          -1          -1          -1
## 149           1           1           0           0           0           0
## 150           1           0           0           1           0           0
## 151           1           0           0           0           0           0
## 152           1           1           0           0           0           0
## 153           1           0           0           0           0           0
## 154           1           1           0           0           0           0
## 155           1          -1          -1          -1          -1          -1
## 156           1           1           0           0           0           0
## 157           1           1           0           0           0           0
## 158           1           1           0           0           0           0
## 159           1           0           0           0           0           1
## 160           1           0           0           0           0           0
## 161           1           1           0           0           0           0
## 162           1           1           0           0           0           0
## 163           1           0           0           0           0           0
## 164           1           0           0           0           0           0
## 165           1           0           0           0           0           0
## 166           1           0           0           0           0           0
## 167           1           0           0           0           0           0
## 168           1           0           0           0           0           0
## 169           1           0           0           0           0           0
## 170           1           1           0           0           0           0
## 171           1           0           0           0           0           0
## 172           1           0           0           1           0           0
## 173           1           0           0           0           0           0
## 174           1           1           0           0           0           0
## 175           1           1           0           0           0           0
## 176           1           1           0           0           0           0
## 177           1           0           0           0           0           0
## 178           1           0           0           0           0           0
## 179           1          -1          -1          -1          -1          -1
## 180           1           0           0           0           0           0
## 181           1           1           0           0           0           0
## 182           1           0           0           0           0           0
## 183           1           1           0           0           0           0
## 184           1           0           0           0           0           0
## 185           1           0           0           0           0           0
## 186           1           0           0           0           0           0
## 187           1           0           0           0           0           0
## 188           1           0           0           0           0           0
## 189           1          -1          -1          -1          -1          -1
## 190           1           0           0           0           0           0
## 191           1           0           0           0           0           0
## 192           1           0           0           0           1           0
## 193           1           0           0           1           0           0
## 194           1           1           0           0           0           0
## 195           1          -1          -1          -1          -1          -1
## 196           1           0           0           0           0           0
## 197           1          -1          -1          -1          -1          -1
## 198           1           0           0           0           0           0
## 199           1           1           0           0           0           0
## 200           1           1           0           0           0           0
## 201           1           0           0           0           0           0
## 202           1           0           0           0           0           0
## 203           1           0           0           0           0           0
## 204           1          -1          -1          -1          -1          -1
## 205           1           0           0           0           0           0
## 206           1           0           0           0           0           0
## 207           1           0           0           0           0           0
## 208           1          -1          -1          -1          -1          -1
## 209           1           1           0           0           0           0
## 210           1           1           0           0           0           0
## 211           1           0           0           0           0           0
## 212           1           0           0           0           0           0
## 213           1          -1          -1          -1          -1          -1
## 214           1          -1          -1          -1          -1          -1
## 215           1           0           0           0           0           0
## 216           1           0           0           0           0           0
## 217           1           0           0           0           0           0
## 218           1           0           0           0           0           0
## 219           1           0           0           0           0           0
## 220           1           0           0           0           0           0
## 221           1           1           0           0           0           0
## 222           1           0           0           0           0           0
## 223           1           0           0           0           0           0
## 224           1           0           0           0           0           0
## 225           1           0           0           0           0           0
## 226           1           0           0           0           0           0
## 227           1           0           0           0           0           0
## 228           1          -1          -1          -1          -1          -1
## 229           1           0           1           0           0           0
## 230           1           0           0           0           0           0
## 231           1           0           0           0           0           0
## 232           1           1           0           0           0           0
## 233           1           0           0           0           0           0
## 234           1           1           0           0           0           0
## 235           1           0           0           0           0           0
## 236           1           0           0           0           0           0
## 237           1           0           0           0           0           1
## 238           1           0           0           0           0           0
## 239           1           0           0           0           0           0
## 240           1           0           0           0           0           0
## 241           1           0           0           0           0           0
## 242           1           0           0           0           0           0
## 243           1           0           0           0           0           0
## 244           1           1           0           0           0           0
## 245           1           1           0           0           0           0
## 246           1           1           0           0           0           0
## 247           1           0           0           0           0           0
## 248           1           0           0           0           0           0
## 249           1           0           0           0           0           0
## 250           1           1           0           0           0           0
## 251           1          -1          -1          -1          -1          -1
## 252           1           0           0           0           0           1
## 253           1           0           0           0           0           0
## 254           1           0           0           0           0           0
## 255           1           0           0           0           0           0
## 256           1           0           1           0           0           0
## 257           1           0           0           0           0           0
## 258           1           0           0           0           0           0
## 259           1           0           0           0           0           1
## 260           1          -1          -1          -1          -1          -1
## 261           1           1           0           0           0           0
## 262           1          -1          -1          -1          -1          -1
## 263           1          -1          -1          -1          -1          -1
## 264           1           0           0           0           0           0
## 265           1           0           0           0           0           0
## 266           1           0           0           0           0           0
## 267           1           0           0           0           0           0
## 268           1           0           0           0           0           0
## 269           1           0           0           0           0           0
## 270           1           0           0           0           0           0
## 271           1           0           0           0           0           0
## 272           1           0           0           0           0           0
## 273           1           0           0           0           0           0
## 274           1           1           0           0           0           0
## 275           1           1           0           0           0           0
## 276           1           0           0           0           0           1
## 277           1           1           0           0           0           0
## 278           1           0           0           1           0           0
## 279           1           0           0           0           0           0
## 280           1           1           0           0           0           0
## 281           1           0           0           0           0           0
## 282           1           1           0           0           0           0
## 283           1           0           0           0           0           1
## 284           1           0           0           0           0           0
## 285           1          -1          -1          -1          -1          -1
## 286           1           0           0           0           0           0
## 287           1           0           0           0           0           0
## 288           1           0           0           0           0           0
## 289           1           0           0           0           0           0
## 290           1           1           0           0           0           0
## 291           1           0           0           0           0           0
## 292           1           1           0           0           0           0
## 293           1           1           0           0           0           0
## 294           1           0           0           0           0           0
## 295           1           1           0           0           0           0
## 296           1           0           0           0           0           0
## 297           1           0           0           1           0           0
## 298           1           0           0           0           0           0
## 299           1           0           0           0           0           0
## 300           1           1           0           0           0           0
## 301           1           1           0           0           0           0
## 302           1          -1          -1          -1          -1          -1
## 303           1           1           0           0           0           0
## 304           1           0           0           0           0           0
## 305           1           0           0           0           0           0
## 306           1           1           0           0           0           0
## 307           1           0           0           0           0           0
## 308           1          -1          -1          -1          -1          -1
## 309           1           0           0           0           0           0
## 310           1           1           0           0           0           0
## 311           1           0           0           0           0           0
## 312           1           1           0           0           0           0
##     demo$major6 demo$major7 demo$major8
## 1             0           0           0
## 2             0           0           0
## 3             1           0           0
## 4             1           0           0
## 5             1           0           0
## 6             1           0           0
## 7             1           0           0
## 8             1           0           0
## 9             1           0           0
## 10            0           0           0
## 11           -1          -1          -1
## 12            1           0           0
## 13            1           0           0
## 14            1           0           0
## 15           -1          -1          -1
## 16            0           0           0
## 17            1           0           0
## 18            0           0           0
## 19            0           0           0
## 20            1           0           0
## 21            1           0           0
## 22            1           0           0
## 23            1           0           0
## 24            0           0           0
## 25            1           0           0
## 26            1           0           0
## 27            1           0           0
## 28            1           0           0
## 29            1           0           0
## 30            0           0           1
## 31            1           0           0
## 32            1           0           0
## 33            0           0           0
## 34            1           0           0
## 35            1           0           0
## 36            0           0           0
## 37            0           0           1
## 38            1           0           0
## 39            1           0           0
## 40            1           0           0
## 41            0           0           0
## 42            0           0           0
## 43            1           0           0
## 44            0           0           1
## 45            1           0           0
## 46            0           0           0
## 47            1           0           0
## 48            1           0           0
## 49            1           0           0
## 50            1           0           0
## 51            1           0           0
## 52            0           0           1
## 53            0           0           0
## 54           -1          -1          -1
## 55            0           0           1
## 56            0           0           1
## 57            1           0           0
## 58           -1          -1          -1
## 59            1           0           0
## 60            0           0           1
## 61            0           0           0
## 62            0           0           0
## 63            0           0           0
## 64            1           0           0
## 65            1           0           0
## 66            1           0           0
## 67            0           0           0
## 68            0           0           1
## 69           -1          -1          -1
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## 
## $terms
## cm ~ demo$major
## attr(,"variables")
## list(cm, demo$major)
## attr(,"factors")
##            demo$major
## cm                  0
## demo$major          1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.


Intrinsic Motivation

Now, Intrinsic Motivation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$major   8    0.3414 0.042676  1.5266 0.03874  0.149
## Residuals  303    8.4705 0.027955         0.96126       
## Total      311    8.8119                  1.00000       
## 
## $call
## adonis(formula = im ~ demo$major)
## 
## $coefficients
##                     im1         im2         im3         im4         im5
## (Intercept)  4.31559472  4.36523466  4.04135829  3.75458938  4.08940058
## demo$major1  0.07877148 -0.06946001  0.07131777  0.23132612 -0.03306256
## demo$major2 -0.02988043 -0.07952037  0.24435600  0.24541062  0.05345656
## demo$major3  0.54154814  0.49190820  0.24435600  0.53112491  0.62488513
## demo$major4  0.68440528  0.63476534 -0.04135829 -0.75458938 -0.08940058
## demo$major5  0.15107195  0.16809867  0.02530838  0.24541062  0.31059942
## demo$major6 -0.45195835 -0.59900089 -0.28811153 -0.09225172 -0.48550448
## demo$major7 -0.81559472  0.13476534 -0.04135829 -0.25458938 -0.08940058
## demo$major8  0.03223137 -0.19132162  0.04559824  0.07149758 -0.04592232
## 
## $coef.sites
##                        1            2             3             4            5
## (Intercept)  0.106841468  0.123981561  0.0946121338  0.2031039468  0.099711315
## demo$major1  0.002083757  0.019199069  0.0224917955  0.0150311325  0.009538507
## demo$major2 -0.017021291 -0.017486607 -0.0336198765 -0.0229416721 -0.026462593
## demo$major3 -0.061255843 -0.002635447 -0.0032926437  0.0190138477 -0.035275027
## demo$major4 -0.019884946 -0.023981561  0.0006259614  0.0191182755 -0.008802224
## demo$major5 -0.026224296 -0.010644355 -0.0133532354  0.0009563262 -0.017323666
## demo$major6  0.059494962  0.029952537  0.0403564718 -0.0038591315  0.049397960
## demo$major7  0.018032142 -0.006413994 -0.0323410715 -0.0137100074  0.006718840
## demo$major8  0.001528859 -0.001016368 -0.0076310613 -0.0106249239 -0.008377731
##                        6             7            8            9            10
## (Intercept)  0.109285442  2.395632e-01  0.090268598  0.090450885  0.5946864399
## demo$major1  0.038930380  2.649806e-02  0.015232638  0.014369282 -0.0109971274
## demo$major2 -0.028011848 -7.932688e-03 -0.011250063 -0.017925856  0.0175670487
## demo$major3  0.016230060  4.275533e-02 -0.032325816 -0.032508103  0.0439368416
## demo$major4 -0.032362365 -4.269090e-03 -0.044814052 -0.044996339  0.0206981755
## demo$major5 -0.006932633  9.595233e-05 -0.019671316 -0.010955727  0.0222097375
## demo$major6  0.033132113 -5.097495e-03  0.059442360  0.055455533 -0.0521536733
## demo$major7 -0.043046126 -4.127099e-02 -0.006565715 -0.006748002 -0.0043854366
## demo$major8  0.004449002 -5.307083e-03  0.001372675  0.004791351  0.0003395975
##                       11           12            13           14           15
## (Intercept)  0.102691581  0.090450885  0.0981560056  0.087123264  0.090253859
## demo$major1  0.013336250  0.014369282  0.0221048970  0.029297500  0.033319611
## demo$major2 -0.030166552 -0.017925856 -0.0371637483 -0.036271107 -0.018147346
## demo$major3 -0.032044112 -0.032508103 -0.0003430089  0.015016068  0.005240955
## demo$major4 -0.011782490 -0.044996339 -0.0029179103 -0.013952533 -0.065863615
## demo$major5 -0.014164053 -0.010955727 -0.0107559397 -0.003476159 -0.006839312
## demo$major6  0.047478831  0.055455533  0.0370328201  0.035879933  0.049913039
## demo$major7 -0.018988698 -0.006748002 -0.0358849433 -0.048612353 -0.027352704
## demo$major8  0.006124961  0.004791351 -0.0011074811 -0.002782062  0.003235461
##                       16           17            18           19           20
## (Intercept)  0.106841468  0.106841468  0.0981560056  0.106841468  0.109367612
## demo$major1  0.002083757  0.002083757  0.0221048970  0.002083757  0.029859654
## demo$major2 -0.017021291 -0.017021291 -0.0371637483 -0.017021291 -0.017910252
## demo$major3 -0.061255843 -0.061255843 -0.0003430089 -0.061255843  0.012318639
## demo$major4 -0.019884946 -0.019884946 -0.0029179103 -0.019884946 -0.059367612
## demo$major5 -0.026224296 -0.026224296 -0.0107559397 -0.026224296 -0.006759464
## demo$major6  0.059494962  0.059494962  0.0370328201  0.059494962  0.041063795
## demo$major7  0.018032142  0.018032142 -0.0358849433  0.018032142 -0.018827071
## demo$major8  0.001528859  0.001528859 -0.0011074811  0.001528859 -0.005104110
##                       21            22           23           24           25
## (Intercept)  0.106841468  0.0948007889  0.199596403  0.109285442  0.102917421
## demo$major1  0.002083757  0.0215877368  0.021029931  0.038930380  0.010035035
## demo$major2 -0.017021291 -0.0406112528 -0.019434128 -0.028011848 -0.023175192
## demo$major3 -0.061255843 -0.0034812988  0.031449963  0.016230060 -0.032269952
## demo$major4 -0.019884946  0.0004373063  0.022625819 -0.032362365 -0.012008330
## demo$major5 -0.026224296 -0.0042292519 -0.004281650 -0.006932633 -0.023557334
## demo$major6  0.059494962  0.0361836815 -0.003403260  0.033132113  0.050210205
## demo$major7  0.018032142 -0.0325297266 -0.040505494 -0.043046126  0.003512735
## demo$major8  0.001528859 -0.0040644394 -0.009917117  0.004449002 -0.005563063
##                        26           27           28           29           30
## (Intercept)  0.5946864399  0.092629514  0.103781998  0.106841468  0.087123264
## demo$major1 -0.0109971274  0.016661206  0.028238804  0.002083757  0.029297500
## demo$major2  0.0175670487 -0.022020256 -0.034322721 -0.017021291 -0.036271107
## demo$major3  0.0439368416 -0.018349745  0.009627608 -0.061255843  0.015016068
## demo$major4  0.0206981755 -0.022862072 -0.003781998 -0.019884946 -0.013952533
## demo$major5  0.0222097375 -0.016940915 -0.007523057 -0.026224296 -0.003476159
## demo$major6 -0.0521536733  0.049498749  0.028880804  0.059494962  0.035879933
## demo$major7 -0.0043854366 -0.007745793 -0.038241457  0.018032142 -0.048612353
## demo$major8  0.0003395975 -0.007251289 -0.001620305  0.001528859 -0.002782062
##                        31           32           33           34           35
## (Intercept)  0.0853395071  0.435667722  0.190543171  0.126721784  0.109285442
## demo$major1  0.0231948700  0.006328563  0.024470035  0.025421643  0.038930380
## demo$major2 -0.0243472499  0.008988425 -0.018784258 -0.029789675 -0.028011848
## demo$major3 -0.0008227381  0.043296977  0.040920906  0.013925624  0.016230060
## demo$major4 -0.0377204595  0.012608140 -0.023876504  0.001483344 -0.032362365
## demo$major5 -0.0073995121  0.015333438  0.005796998 -0.006582895 -0.006932633
## demo$major6  0.0453898819 -0.038697891  0.008382467  0.019449294  0.033132113
## demo$major7 -0.0230684449 -0.019222099 -0.031452262 -0.032704690 -0.043046126
## demo$major8 -0.0024992214 -0.000103855 -0.005911443 -0.001270758  0.004449002
##                       36           37           38            39           40
## (Intercept)  0.092133921  0.106841468  0.087123264  0.4361017496  0.106841468
## demo$major1  0.039792513  0.002083757  0.029297500  0.0058945347  0.002083757
## demo$major2 -0.030193440 -0.017021291 -0.036271107  0.0085543970 -0.017021291
## demo$major3  0.021615821 -0.061255843  0.015016068  0.0428629490 -0.061255843
## demo$major4 -0.042133921 -0.019884946 -0.013952533  0.0121741124 -0.019884946
## demo$major5 -0.002794514 -0.026224296 -0.003476159  0.0148994101 -0.026224296
## demo$major6  0.040239584  0.059494962  0.035879933 -0.0391319184  0.059494962
## demo$major7 -0.053620407  0.018032142 -0.048612353 -0.0196561263  0.018032142
## demo$major8  0.003090441  0.001528859 -0.002782062 -0.0005378828  0.001528859
##                       41           42           43            44           45
## (Intercept)  0.106841468  0.109563313  0.106841468  0.1283130457  0.106256313
## demo$major1  0.002083757  0.003198575  0.002083757  0.0264514561  0.031036911
## demo$major2 -0.017021291 -0.027486049 -0.017021291 -0.0313809363 -0.029075028
## demo$major3 -0.061255843 -0.048519705 -0.061255843  0.0041710977  0.022232658
## demo$major4 -0.019884946  0.001547798 -0.019884946 -0.0001079175 -0.006256313
## demo$major5 -0.026224296 -0.023772272 -0.026224296 -0.0041337520 -0.003403965
## demo$major6  0.059494962  0.050061417  0.059494962  0.0256837592  0.032255630
## demo$major7  0.018032142  0.017420814  0.018032142 -0.0342959517 -0.067742800
## demo$major8  0.001528859 -0.006700940  0.001528859 -0.0027930060 -0.002039012
##                       46            47           48           49           50
## (Intercept)  0.177402710  0.1210156888  0.248898448  0.132911591  0.083152553
## demo$major1  0.034210359  0.0183059451  0.026826686  0.036266891  0.021606577
## demo$major2 -0.014301805 -0.0220395318 -0.008051338 -0.023152197 -0.013300756
## demo$major3  0.037196288  0.0003304254  0.051347265  0.020801474 -0.015517302
## demo$major4 -0.010736043 -0.0210156888 -0.013604330 -0.027648433 -0.059896739
## demo$major5 -0.005871876 -0.0114880065  0.007864426 -0.005951208 -0.010420429
## demo$major6  0.008116075  0.0297050143 -0.007609785  0.023510743  0.055699341
## demo$major7 -0.048614831 -0.0034481213 -0.050606227 -0.037422869 -0.021524646
## demo$major8 -0.003190987 -0.0098148562 -0.003555701  0.004981851  0.006224202
##                        51           52           53            54           55
## (Intercept)  0.5946864399  0.129775713  0.106151933  0.5946864399  0.150295909
## demo$major1 -0.0109971274  0.035319368  0.025736176 -0.0109971274  0.024410466
## demo$major2  0.0175670487 -0.027952827 -0.036489445  0.0175670487 -0.024209984
## demo$major3  0.0439368416  0.023937352  0.022337038  0.0439368416  0.034885532
## demo$major4  0.0206981755 -0.024512555 -0.006151933  0.0206981755  0.007598828
## demo$major5  0.0222097375 -0.006855734 -0.003299585  0.0222097375 -0.002163707
## demo$major6 -0.0521536733  0.023245831  0.026666378 -0.0521536733  0.012753668
## demo$major7 -0.0043854366 -0.034286991 -0.040611393 -0.0043854366 -0.054807187
## demo$major8  0.0003395975 -0.004320540 -0.011283534  0.0003395975 -0.010642230
##                       56           57           58            59           60
## (Intercept)  0.113610720  0.109285442  0.092133921  9.719408e-02  0.087123264
## demo$major1  0.017967549  0.038930380  0.039792513  8.277476e-03  0.029297500
## demo$major2 -0.040954051 -0.028011848 -0.030193440 -1.580895e-02 -0.036271107
## demo$major3  0.003219261  0.016230060  0.021615821 -4.857870e-02  0.015016068
## demo$major4  0.008340499 -0.032362365 -0.042133921 -3.052741e-02 -0.013952533
## demo$major5 -0.004079227 -0.006932633 -0.002794514 -1.997792e-02 -0.003476159
## demo$major6  0.027256549  0.033132113  0.040239584  5.908737e-02  0.035879933
## demo$major7 -0.024393775 -0.043046126 -0.053620407  7.567827e-03 -0.048612353
## demo$major8 -0.012380218  0.004449002  0.003090441  7.765857e-05 -0.002782062
##                        61            62           63           64           65
## (Intercept)  9.719408e-02  0.1142380330  0.129775713  0.129775713  0.087123264
## demo$major1  8.277476e-03  0.0253523960  0.035319368  0.035319368  0.029297500
## demo$major2 -1.580895e-02 -0.0135511574 -0.027952827 -0.027952827 -0.036271107
## demo$major3 -4.857870e-02 -0.0187432188  0.023937352  0.023937352  0.015016068
## demo$major4 -3.052741e-02 -0.0410673012 -0.024512555 -0.024512555 -0.013952533
## demo$major5 -1.997792e-02 -0.0209080903 -0.006855734 -0.006855734 -0.003476159
## demo$major6  5.908737e-02  0.0477158590  0.023245831  0.023245831  0.035879933
## demo$major7  7.567827e-03 -0.0006308442 -0.034286991 -0.034286991 -0.048612353
## demo$major8  7.765857e-05 -0.0006014896 -0.004320540 -0.004320540 -0.002782062
##                       66           67           68           69           70
## (Intercept)  0.087958169  0.106841468  0.090268598  0.108739232  0.103099708
## demo$major1  0.031482925  0.002083757  0.015232638  0.015424581  0.009171679
## demo$major2 -0.007019559 -0.017021291 -0.011250063 -0.019864114 -0.029850986
## demo$major3 -0.009934906 -0.061255843 -0.032325816 -0.024222463 -0.032452239
## demo$major4 -0.087958169 -0.019884946 -0.044814052 -0.013501136 -0.012190617
## demo$major5 -0.009944346 -0.026224296 -0.019671316 -0.021123654 -0.014841744
## demo$major6  0.060393857  0.059494962  0.059442360  0.043242704  0.046223378
## demo$major7 -0.025687107  0.018032142 -0.006565715  0.002982380  0.003330447
## demo$major8  0.012029324  0.001528859  0.001372675 -0.006257939 -0.002144387
##                       71            72           73            74           75
## (Intercept)  0.131431915  0.0853395071  0.090268598  0.0849082733  0.106841468
## demo$major1  0.007309713  0.0231948700  0.015232638  0.0275573210  0.002083757
## demo$major2 -0.014761151 -0.0243472499 -0.011250063 -0.0247096669 -0.017021291
## demo$major3 -0.025074831 -0.0008227381 -0.032325816 -0.0003915043 -0.061255843
## demo$major4 -0.036193820 -0.0377204595 -0.044814052 -0.0372892257 -0.019884946
## demo$major5 -0.007979484 -0.0073995121 -0.019671316 -0.0066727208 -0.026224296
## demo$major6  0.041019681  0.0453898819  0.059442360  0.0467069948  0.059494962
## demo$major7  0.005930722 -0.0230684449 -0.006565715 -0.0464467349  0.018032142
## demo$major8 -0.001829365 -0.0024992214  0.001372675  0.0061654372  0.001528859
##                        76            77            78            79
## (Intercept)  0.1307697553  0.0853395071  0.5946864399  0.1164983307
## demo$major1  0.0222046140  0.0231948700 -0.0109971274  0.0188357555
## demo$major2 -0.0336231456 -0.0243472499  0.0175670487 -0.0365156547
## demo$major3  0.0253669260 -0.0008227381  0.0439368416  0.0003316505
## demo$major4 -0.0025646271 -0.0377204595  0.0206981755  0.0054528888
## demo$major5  0.0001703429 -0.0073995121  0.0222097375 -0.0032631340
## demo$major6  0.0190336840  0.0453898819 -0.0521536733  0.0274961885
## demo$major7 -0.0367526613 -0.0230684449 -0.0043854366 -0.0272813859
## demo$major8 -0.0103368065 -0.0024992214  0.0003395975 -0.0038137322
##                       80            81           82           83           84
## (Intercept)  0.100509740  0.0849082733  0.087123264  0.099943972  0.092210143
## demo$major1  0.007919937  0.0275573210  0.029297500  0.031670690  0.020922421
## demo$major2 -0.019124613 -0.0247096669 -0.036271107 -0.034806100 -0.022358346
## demo$major3 -0.045815338 -0.0003915043  0.015016068  0.002519483 -0.017930374
## demo$major4 -0.033843073 -0.0372892257 -0.013952533 -0.026773240 -0.022442701
## demo$major5 -0.017549910 -0.0066727208 -0.003476159 -0.003591251 -0.016239431
## demo$major6  0.055982416  0.0467069948  0.035879933  0.040482995  0.050784293
## demo$major7  0.004252165 -0.0464467349 -0.048612353 -0.037042817 -0.030582236
## demo$major8  0.006175359  0.0061654372 -0.002782062  0.001624579  0.001211101
##                       85           86           87           88           89
## (Intercept)  0.106151933  0.092133921  0.100509740  0.270726795  0.090268598
## demo$major1  0.025736176  0.039792513  0.007919937  0.021393275  0.015232638
## demo$major2 -0.036489445 -0.030193440 -0.019124613 -0.001695594 -0.011250063
## demo$major3  0.022337038  0.021615821 -0.045815338  0.038534945 -0.032325816
## demo$major4 -0.006151933 -0.042133921 -0.033843073  0.002000477 -0.044814052
## demo$major5 -0.003299585 -0.002794514 -0.017549910  0.006083247 -0.019671316
## demo$major6  0.026666378  0.040239584  0.055982416 -0.011671731  0.059442360
## demo$major7 -0.040611393 -0.053620407  0.004252165 -0.034363159 -0.006565715
## demo$major8 -0.011283534  0.003090441  0.006175359 -0.005196060  0.001372675
##                       90           91           92           93           94
## (Intercept)  0.151420320  0.092629514  0.092814937  0.132911591  0.087123264
## demo$major1  0.037212535  0.016661206  0.015777967  0.036266891  0.029297500
## demo$major2 -0.019790696 -0.022020256 -0.028850197 -0.023152197 -0.036271107
## demo$major3  0.031948278 -0.018349745 -0.018535167  0.020801474  0.015016068
## demo$major4 -0.016285184 -0.022862072 -0.023047495 -0.027648433 -0.013952533
## demo$major5 -0.006901034 -0.016940915 -0.008025808 -0.005951208 -0.003476159
## demo$major6  0.018831639  0.049498749  0.045421060  0.023510743  0.035879933
## demo$major7 -0.054440987 -0.007745793 -0.007931216 -0.037422869 -0.048612353
## demo$major8 -0.003537990 -0.007251289 -0.003760194  0.004981851 -0.002782062
##                        95           96           97           98           99
## (Intercept)  9.719408e-02  0.087123264  0.083152553  0.348095811  0.109285442
## demo$major1  8.277476e-03  0.029297500  0.021606577  0.019721171  0.038930380
## demo$major2 -1.580895e-02 -0.036271107 -0.013300756  0.003032849 -0.028011848
## demo$major3 -4.857870e-02  0.015016068 -0.015517302  0.040807485  0.016230060
## demo$major4 -3.052741e-02 -0.013952533 -0.059896739  0.006742898 -0.032362365
## demo$major5 -1.997792e-02 -0.003476159 -0.010420429  0.010192275 -0.006932633
## demo$major6  5.908737e-02  0.035879933  0.055699341 -0.027622360  0.033132113
## demo$major7  7.567827e-03 -0.048612353 -0.021524646 -0.027819314 -0.043046126
## demo$major8  7.765857e-05 -0.002782062  0.006224202 -0.004753780  0.004449002
##                      100           101          102          103          104
## (Intercept)  0.106841468  0.0853395071  0.106841468  0.108910584  0.092133921
## demo$major1  0.002083757  0.0231948700  0.002083757  0.034439731  0.039792513
## demo$major2 -0.017021291 -0.0243472499 -0.017021291 -0.018327503 -0.030193440
## demo$major3 -0.061255843 -0.0008227381 -0.061255843  0.012775666  0.021615821
## demo$major4 -0.019884946 -0.0377204595 -0.019884946 -0.058910584 -0.042133921
## demo$major5 -0.026224296 -0.0073995121 -0.026224296 -0.005976935 -0.002794514
## demo$major6  0.059494962  0.0453898819  0.059494962  0.042448934  0.040239584
## demo$major7  0.018032142 -0.0230684449  0.018032142 -0.043370043 -0.053620407
## demo$major8  0.001528859 -0.0024992214  0.001528859  0.003995547  0.003090441
##                      105          106          107          108           109
## (Intercept)  0.106841468  0.433662791  0.090268598  0.123673282  0.4850370733
## demo$major1  0.002083757  0.006455559  0.015232638  0.024502126 -0.0001637812
## demo$major2 -0.017021291  0.010993356 -0.011250063 -0.034463180  0.0114470012
## demo$major3 -0.061255843  0.045301908 -0.032325816  0.016974127  0.0435343553
## demo$major4 -0.019884946  0.014613071 -0.044814052  0.004531846  0.0149629267
## demo$major5 -0.026224296  0.017338369 -0.019671316 -0.007455961  0.0172960718
## demo$major6  0.059494962 -0.038083588  0.059442360  0.019193365 -0.0426356779
## demo$major7  0.018032142 -0.017217168 -0.006565715 -0.029656188 -0.0150370733
## demo$major8  0.001528859 -0.008968489  0.001372675 -0.010314177 -0.0020900959
##                       110           111          112          113           114
## (Intercept)  0.0849082733  0.0849082733  0.090450885  0.106841468  0.0849082733
## demo$major1  0.0275573210  0.0275573210  0.014369282  0.002083757  0.0275573210
## demo$major2 -0.0247096669 -0.0247096669 -0.017925856 -0.017021291 -0.0247096669
## demo$major3 -0.0003915043 -0.0003915043 -0.032508103 -0.061255843 -0.0003915043
## demo$major4 -0.0372892257 -0.0372892257 -0.044996339 -0.019884946 -0.0372892257
## demo$major5 -0.0066727208 -0.0066727208 -0.010955727 -0.026224296 -0.0066727208
## demo$major6  0.0467069948  0.0467069948  0.055455533  0.059494962  0.0467069948
## demo$major7 -0.0464467349 -0.0464467349 -0.006748002  0.018032142 -0.0464467349
## demo$major8  0.0061654372  0.0061654372  0.004791351  0.001528859  0.0061654372
##                       115          116          117          118          119
## (Intercept)  0.5946864399  0.106841468  0.106841468  0.106151933  0.111717066
## demo$major1 -0.0109971274  0.002083757  0.002083757  0.025736176  0.036358306
## demo$major2  0.0175670487 -0.017021291 -0.017021291 -0.036489445 -0.030228972
## demo$major3  0.0439368416 -0.061255843 -0.061255843  0.022337038  0.029287709
## demo$major4  0.0206981755 -0.019884946 -0.019884946 -0.006151933 -0.034793989
## demo$major5  0.0222097375 -0.026224296 -0.026224296 -0.003299585 -0.002603453
## demo$major6 -0.0521536733  0.059494962  0.059494962  0.026666378  0.030853426
## demo$major7 -0.0043854366  0.018032142  0.018032142 -0.040611393 -0.045477750
## demo$major8  0.0003395975  0.001528859  0.001528859 -0.011283534 -0.005485172
##                      120          121          122          123          124
## (Intercept)  0.103781998  0.105336915  0.106841468  0.106841468  0.087123264
## demo$major1  0.028238804  0.014717209  0.002083757  0.002083757  0.029297500
## demo$major2 -0.034322721 -0.041372175 -0.017021291 -0.017021291 -0.036271107
## demo$major3  0.009627608 -0.018063421 -0.061255843 -0.061255843  0.015016068
## demo$major4 -0.003781998  0.010942155 -0.019884946 -0.019884946 -0.013952533
## demo$major5 -0.007523057 -0.011306517 -0.026224296 -0.026224296 -0.003476159
## demo$major6  0.028880804  0.037258606  0.059494962  0.059494962  0.035879933
## demo$major7 -0.038241457 -0.020453194  0.018032142  0.018032142 -0.048612353
## demo$major8 -0.001620305 -0.002398135  0.001528859  0.001528859 -0.002782062
##                      125          126           127          128          129
## (Intercept)  0.156254481  0.102691581  0.1374583119  0.406144825  0.106841468
## demo$major1  0.031734787  0.013336250  0.0314734524  0.010543155  0.002083757
## demo$major2 -0.024624857 -0.030166552 -0.0274721606  0.000755838 -0.017021291
## demo$major3  0.027114117 -0.032044112  0.0321769106  0.057863470 -0.061255843
## demo$major4 -0.021119346 -0.011782490 -0.0321951540 -0.006144825 -0.019884946
## demo$major5 -0.003267453 -0.014164053  0.0006056742  0.016606634 -0.026224296
## demo$major6  0.014998917  0.047478831  0.0271852007 -0.022648649  0.059494962
## demo$major7 -0.029863384 -0.018988698 -0.0419695901 -0.039478159  0.018032142
## demo$major8 -0.003102059  0.006124961 -0.0072890130 -0.002282101  0.001528859
##                      130           131           132          133          134
## (Intercept)  0.106841468  0.2081566008  0.0948007889  0.106841468  0.102509293
## demo$major1  0.002083757  0.0324818858  0.0215877368  0.002083757  0.014199606
## demo$major2 -0.017021291 -0.0117758144 -0.0406112528 -0.017021291 -0.023490759
## demo$major3 -0.061255843  0.0393774984 -0.0034812988 -0.061255843 -0.031861825
## demo$major4 -0.019884946 -0.0081566008  0.0004373063 -0.019884946 -0.011600203
## demo$major5 -0.026224296 -0.0035314117 -0.0042292519 -0.026224296 -0.022879642
## demo$major6  0.059494962  0.0001464062  0.0361836815  0.059494962  0.051465658
## demo$major7  0.018032142 -0.0456566008 -0.0325297266  0.018032142 -0.018806411
## demo$major8  0.001528859 -0.0033555129 -0.0040644394  0.001528859  0.002706285
##                       135           136          137           138          139
## (Intercept)  0.0948007889  0.0853395071  0.106841468  0.0853395071  0.097850685
## demo$major1  0.0215877368  0.0231948700  0.002083757  0.0231948700  0.025513341
## demo$major2 -0.0406112528 -0.0243472499 -0.017021291 -0.0243472499 -0.022921145
## demo$major3 -0.0034812988 -0.0008227381 -0.061255843 -0.0008227381 -0.013024701
## demo$major4  0.0004373063 -0.0377204595 -0.019884946 -0.0377204595 -0.050231637
## demo$major5 -0.0042292519 -0.0073995121 -0.026224296 -0.0073995121 -0.007500877
## demo$major6  0.0361836815  0.0453898819  0.059494962  0.0453898819  0.049870544
## demo$major7 -0.0325297266 -0.0230684449  0.018032142 -0.0230684449 -0.011770099
## demo$major8 -0.0040644394 -0.0024992214  0.001528859 -0.0024992214  0.001799447
##                       140          141          142         143          144
## (Intercept)  9.719408e-02  0.102203549  0.087123264  0.09536882  0.090450885
## demo$major1  8.277476e-03  0.017448914  0.029297500  0.02387280  0.014369282
## demo$major2 -1.580895e-02 -0.009895977 -0.036271107 -0.01191158 -0.017925856
## demo$major3 -4.857870e-02 -0.043978440  0.015016068 -0.02743825 -0.032508103
## demo$major4 -3.052741e-02 -0.056749003 -0.013952533 -0.07211300 -0.044996339
## demo$major5 -1.997792e-02 -0.019748560 -0.003476159 -0.01050922 -0.010955727
## demo$major6  5.908737e-02  0.063696844  0.035879933  0.06006397  0.055455533
## demo$major7  7.567827e-03  0.004226607 -0.048612353 -0.01048510 -0.006748002
## demo$major8  7.765857e-05  0.005470618 -0.002782062  0.01042009  0.004791351
##                      145          146          147          148           149
## (Intercept)  0.198129034  0.092629514  0.102917421  0.437925728  0.5946864399
## demo$major1  0.018852282  0.016661206  0.010035035  0.006455235 -0.0109971274
## demo$major2 -0.017966759 -0.022020256 -0.023175192  0.006730419  0.0175670487
## demo$major3  0.032917332 -0.018349745 -0.032269952  0.052467542  0.0439368416
## demo$major4  0.024093189 -0.022862072 -0.012008330  0.010350134  0.0206981755
## demo$major5 -0.002814280 -0.016940915 -0.023557334  0.013075432  0.0222097375
## demo$major6 -0.004712394  0.049498749  0.050210205 -0.034470763 -0.0521536733
## demo$major7 -0.039038125 -0.007745793  0.003512735 -0.021480104 -0.0043854366
## demo$major8 -0.008449747 -0.007251289 -0.005563063 -0.004452162  0.0003395975
##                      150          151          152          153          154
## (Intercept)  0.099035371  0.109117806  0.106841468  0.129775713  0.087123264
## demo$major1  0.020490106  0.026629300  0.002083757  0.035319368  0.029297500
## demo$major2 -0.010953904 -0.031936520 -0.017021291 -0.027952827 -0.036271107
## demo$major3 -0.021321323  0.019371166 -0.061255843  0.023937352  0.015016068
## demo$major4 -0.051416324 -0.009117806 -0.019884946 -0.024512555 -0.013952533
## demo$major5 -0.014443139 -0.002455934 -0.026224296 -0.006855734 -0.003476159
## demo$major6  0.049593227  0.026913901  0.059494962  0.023245831  0.035879933
## demo$major7 -0.011123283 -0.043577265  0.018032142 -0.034286991 -0.048612353
## demo$major8  0.007538559 -0.002485045  0.001528859 -0.004320540 -0.002782062
##                      155          156          157          158          159
## (Intercept)  0.109563313  0.106841468  0.106841468  0.106841468  0.115969419
## demo$major1  0.003198575  0.002083757  0.002083757  0.002083757  0.007461576
## demo$major2 -0.027486049 -0.017021291 -0.017021291 -0.017021291 -0.010365620
## demo$major3 -0.048519705 -0.061255843 -0.061255843 -0.061255843 -0.051815457
## demo$major4  0.001547798 -0.019884946 -0.019884946 -0.019884946 -0.025060328
## demo$major5 -0.023772272 -0.026224296 -0.026224296 -0.026224296 -0.030272674
## demo$major6  0.050061417  0.059494962  0.059494962  0.059494962  0.054214322
## demo$major7  0.017420814  0.018032142  0.018032142  0.018032142  0.014850980
## demo$major8 -0.006700940  0.001528859  0.001528859  0.001528859  0.003994904
##                      160          161          162          163          164
## (Intercept)  0.105995679  0.092133921  0.090450885  0.100330494  0.214049034
## demo$major1  0.014023725  0.039792513  0.014369282  0.008764284  0.023904600
## demo$major2 -0.008925280 -0.030193440 -0.017925856 -0.012596160 -0.017668248
## demo$major3 -0.038360427  0.021615821 -0.032508103 -0.045636092  0.024268475
## demo$major4 -0.036228237 -0.042133921 -0.044996339 -0.033663827 -0.014049034
## demo$major5 -0.023816459 -0.002794514 -0.010955727 -0.026074726  0.004216002
## demo$major6  0.053600029  0.040239584  0.055455533  0.059882343  0.006342878
## demo$major7  0.003888042 -0.053620407 -0.006748002  0.004431411 -0.020299034
## demo$major8  0.002540709  0.003090441  0.004791351  0.002826179 -0.006355239
##                       165          166          167          168          169
## (Intercept)  0.1065406487  0.106841468  0.106841468  0.154648741  0.083152553
## demo$major1  0.0369423592  0.002083757  0.002083757  0.038189830  0.021606577
## demo$major2 -0.0161607781 -0.017021291 -0.017021291 -0.014855851 -0.013300756
## demo$major3  0.0000662365 -0.061255843 -0.061255843  0.028719857 -0.015517302
## demo$major4 -0.0565406487 -0.019884946 -0.019884946 -0.019513605 -0.059896739
## demo$major5 -0.0102004065 -0.026224296 -0.026224296 -0.005962788 -0.010420429
## demo$major6  0.0446633589  0.059494962  0.059494962  0.019106169  0.055699341
## demo$major7 -0.0410001081  0.018032142  0.018032142 -0.057669408 -0.021524646
## demo$major8  0.0136587762  0.001528859  0.001528859  0.006038658  0.006224202
##                      170          171          172          173          174
## (Intercept)  0.111717066  0.135408194  0.134556662  0.109285442  0.106841468
## demo$major1  0.036358306  0.033621379  0.037327053  0.038930380  0.002083757
## demo$major2 -0.030228972 -0.025422043 -0.024797268 -0.028011848 -0.017021291
## demo$major3  0.029287709  0.034227028  0.010753041  0.016230060 -0.061255843
## demo$major4 -0.034793989 -0.030145036 -0.029293504 -0.032362365 -0.019884946
## demo$major5 -0.002603453 -0.001510875 -0.003429613 -0.006932633 -0.026224296
## demo$major6  0.030853426  0.021163847  0.029937105  0.033132113  0.059494962
## demo$major7 -0.045477750 -0.039919472 -0.039067940 -0.043046126  0.018032142
## demo$major8 -0.005485172 -0.005238895  0.003409852  0.004449002  0.001528859
##                      175          176          177          178          179
## (Intercept)  0.090268598  0.125065423  0.388104407  0.087123264  0.087123264
## demo$major1  0.015232638  0.024780263  0.011780902  0.029297500  0.029297500
## demo$major2 -0.011250063 -0.019444748  0.008214245 -0.036271107 -0.036271107
## demo$major3 -0.032325816 -0.011655817  0.044402057  0.015016068  0.015016068
## demo$major4 -0.044814052 -0.025065423  0.011895593 -0.013952533 -0.013952533
## demo$major5 -0.019671316 -0.007481148  0.014993795 -0.003476159 -0.003476159
## demo$major6  0.059442360  0.037391469 -0.034838852  0.035879933  0.035879933
## demo$major7 -0.006565715 -0.032497856 -0.021437741 -0.048612353 -0.048612353
## demo$major8  0.001372675  0.006607683 -0.007062617 -0.002782062 -0.002782062
##                      180          181          182           183          184
## (Intercept)  0.099943972  0.106841468  0.135408194  0.0853395071  0.106841468
## demo$major1  0.031670690  0.002083757  0.033621379  0.0231948700  0.002083757
## demo$major2 -0.034806100 -0.017021291 -0.025422043 -0.0243472499 -0.017021291
## demo$major3  0.002519483 -0.061255843  0.034227028 -0.0008227381 -0.061255843
## demo$major4 -0.026773240 -0.019884946 -0.030145036 -0.0377204595 -0.019884946
## demo$major5 -0.003591251 -0.026224296 -0.001510875 -0.0073995121 -0.026224296
## demo$major6  0.040482995  0.059494962  0.021163847  0.0453898819  0.059494962
## demo$major7 -0.037042817  0.018032142 -0.039919472 -0.0230684449  0.018032142
## demo$major8  0.001624579  0.001528859 -0.005238895 -0.0024992214  0.001528859
##                      185          186          187          188          189
## (Intercept)  0.106841468  0.237988895  0.114765568  0.087123264  0.090450885
## demo$major1  0.002083757  0.024172114  0.037277823  0.029297500  0.014369282
## demo$major2 -0.017021291 -0.006358375 -0.025555467 -0.036271107 -0.017925856
## demo$major3 -0.061255843  0.044329647  0.026239206  0.015016068 -0.032508103
## demo$major4 -0.019884946 -0.002694777 -0.037842491 -0.013952533 -0.044996339
## demo$major5 -0.026224296  0.001670266 -0.001730387 -0.003476159 -0.010955727
## demo$major6  0.059494962 -0.006476921  0.031109355  0.035879933  0.055455533
## demo$major7  0.018032142 -0.039696674 -0.048526252 -0.048612353 -0.006748002
## demo$major8  0.001528859 -0.003732770  0.003558248 -0.002782062  0.004791351
##                      190          191          192          193          194
## (Intercept)  0.106841468  0.538532031  0.087958169  0.106841468  0.106841468
## demo$major1  0.002083757 -0.005890942  0.031482925  0.002083757  0.002083757
## demo$major2 -0.017021291  0.013665377 -0.007019559 -0.017021291 -0.017021291
## demo$major3 -0.061255843  0.043130287 -0.009934906 -0.061255843 -0.061255843
## demo$major4 -0.019884946  0.017023524 -0.087958169 -0.019884946 -0.019884946
## demo$major5 -0.026224296  0.018949682 -0.009944346 -0.026224296 -0.026224296
## demo$major6  0.059494962 -0.046912228  0.060393857  0.059494962  0.059494962
## demo$major7  0.018032142 -0.010754253 -0.025687107  0.018032142  0.018032142
## demo$major8  0.001528859  0.001426997  0.012029324  0.001528859  0.001528859
##                      195          196          197          198          199
## (Intercept)  0.087123264  0.106151933  0.087123264  0.177402710  0.100330494
## demo$major1  0.029297500  0.025736176  0.029297500  0.034210359  0.008764284
## demo$major2 -0.036271107 -0.036489445 -0.036271107 -0.014301805 -0.012596160
## demo$major3  0.015016068  0.022337038  0.015016068  0.037196288 -0.045636092
## demo$major4 -0.013952533 -0.006151933 -0.013952533 -0.010736043 -0.033663827
## demo$major5 -0.003476159 -0.003299585 -0.003476159 -0.005871876 -0.026074726
## demo$major6  0.035879933  0.026666378  0.035879933  0.008116075  0.059882343
## demo$major7 -0.048612353 -0.040611393 -0.048612353 -0.048614831  0.004431411
## demo$major8 -0.002782062 -0.011283534 -0.002782062 -0.003190987  0.002826179
##                      200          201          202          203          204
## (Intercept)  0.106841468  0.164503679  0.105336915  0.105336915  0.106841468
## demo$major1  0.002083757  0.012669439  0.014717209  0.014717209  0.002083757
## demo$major2 -0.017021291 -0.020973049 -0.041372175 -0.041372175 -0.017021291
## demo$major3 -0.061255843 -0.014132622 -0.018063421 -0.018063421 -0.061255843
## demo$major4 -0.019884946  0.035496321  0.010942155  0.010942155 -0.019884946
## demo$major5 -0.026224296 -0.024475327 -0.011306517 -0.011306517 -0.026224296
## demo$major6  0.059494962  0.022302413  0.037258606  0.037258606  0.059494962
## demo$major7  0.018032142 -0.021936112 -0.020453194 -0.020453194  0.018032142
## demo$major8  0.001528859 -0.003898311 -0.002398135 -0.002398135  0.001528859
##                      205           206          207          208          209
## (Intercept)  0.105336915  0.5946864399  0.106841468  0.092629514  0.179593650
## demo$major1  0.014717209 -0.0109971274  0.002083757  0.016661206  0.031908952
## demo$major2 -0.041372175  0.0175670487 -0.017021291 -0.022020256 -0.016492745
## demo$major3 -0.018063421  0.0439368416 -0.061255843 -0.018349745  0.035005348
## demo$major4  0.010942155  0.0206981755 -0.019884946 -0.022862072 -0.012926983
## demo$major5 -0.011306517  0.0222097375 -0.026224296 -0.016940915 -0.003618372
## demo$major6  0.037258606 -0.0521536733  0.059494962  0.049498749  0.014537967
## demo$major7 -0.020453194 -0.0043854366  0.018032142 -0.007745793 -0.050805771
## demo$major8 -0.002398135  0.0003395975  0.001528859 -0.007251289 -0.005381927
##                      210          211          212          213          214
## (Intercept)  0.149355304  0.089810092  0.099943972  0.132911591  0.116751921
## demo$major1  0.020785755  0.037788226  0.031670690  0.036266891  0.035199188
## demo$major2 -0.031432645 -0.018536080 -0.034806100 -0.023152197 -0.027541819
## demo$major3  0.019903979  0.005684722  0.002519483  0.020801474  0.024252854
## demo$major4  0.008539433 -0.065419848 -0.026773240 -0.027648433 -0.039828844
## demo$major5 -0.003993372 -0.006085558 -0.003591251 -0.005951208  0.000323665
## demo$major6  0.011107897  0.051263309  0.040482995  0.023510743  0.036948795
## demo$major7 -0.025295154 -0.051299181 -0.037042817 -0.037422869 -0.050512605
## demo$major8 -0.009300662  0.012112293  0.001624579  0.004981851  0.001571895
##                       215          216          217           218          219
## (Intercept)  0.0948007889  0.439214199  0.178872761  0.0948007889  0.106841468
## demo$major1  0.0215877368  0.009391316  0.017848252  0.0215877368  0.002083757
## demo$major2 -0.0406112528  0.005441948 -0.030676510 -0.0406112528 -0.017021291
## demo$major3 -0.0034812988  0.039750500  0.020479853 -0.0034812988 -0.061255843
## demo$major4  0.0004373063  0.009061664  0.010316428  0.0004373063 -0.019884946
## demo$major5 -0.0042292519  0.011786961 -0.002792389 -0.0042292519 -0.026224296
## demo$major6  0.0361836815 -0.029932467  0.009801562  0.0361836815  0.059494962
## demo$major7 -0.0325297266 -0.022768575 -0.023069899 -0.0325297266  0.018032142
## demo$major8 -0.0040644394 -0.003650332 -0.010699390 -0.0040644394  0.001528859
##                      220          221          222          223          224
## (Intercept)  0.106841468  0.106841468  0.106841468  0.106841468  0.538532031
## demo$major1  0.002083757  0.002083757  0.002083757  0.002083757 -0.005890942
## demo$major2 -0.017021291 -0.017021291 -0.017021291 -0.017021291  0.013665377
## demo$major3 -0.061255843 -0.061255843 -0.061255843 -0.061255843  0.043130287
## demo$major4 -0.019884946 -0.019884946 -0.019884946 -0.019884946  0.017023524
## demo$major5 -0.026224296 -0.026224296 -0.026224296 -0.026224296  0.018949682
## demo$major6  0.059494962  0.059494962  0.059494962  0.059494962 -0.046912228
## demo$major7  0.018032142  0.018032142  0.018032142  0.018032142 -0.010754253
## demo$major8  0.001528859  0.001528859  0.001528859  0.001528859  0.001426997
##                      225          226           227           228          229
## (Intercept)  0.345791403  0.109285442  0.1246873011  0.0853395071  0.087123264
## demo$major1  0.014526484  0.038930380  0.0146567425  0.0231948700  0.029297500
## demo$major2  0.005337258 -0.028011848 -0.0097953324 -0.0243472499 -0.036271107
## demo$major3  0.043111894  0.016230060 -0.0071039532 -0.0008227381  0.015016068
## demo$major4  0.009047307 -0.032362365 -0.0515165694 -0.0377204595 -0.013952533
## demo$major5  0.012496684 -0.006932633 -0.0073245523 -0.0073995121 -0.003476159
## demo$major6 -0.030713432  0.033132113  0.0408391528  0.0453898819  0.035879933
## demo$major7 -0.025514905 -0.043046126 -0.0091545668 -0.0230684449 -0.048612353
## demo$major8 -0.005669983  0.004449002 -0.0004886235 -0.0024992214 -0.002782062
##                       230          231          232          233          234
## (Intercept)  9.719408e-02  0.391364616  0.106841468  0.106151933  0.083152553
## demo$major1  8.277476e-03  0.010807140  0.002083757  0.025736176  0.021606577
## demo$major2 -1.580895e-02  0.004954037 -0.017021291 -0.036489445 -0.013300756
## demo$major3 -4.857870e-02  0.052130859 -0.061255843  0.022337038 -0.015517302
## demo$major4 -3.052741e-02  0.008635384 -0.019884946 -0.006151933 -0.059896739
## demo$major5 -1.997792e-02  0.011733587 -0.026224296 -0.003299585 -0.010420429
## demo$major6  5.908737e-02 -0.031001386  0.059494962  0.026666378  0.055699341
## demo$major7  7.567827e-03 -0.024697949  0.018032142 -0.040611393 -0.021524646
## demo$major8  7.765857e-05 -0.007102213  0.001528859 -0.011283534  0.006224202
##                       235          236           237          238          239
## (Intercept)  0.5946864399  0.087123264  9.719408e-02  0.083152553  0.334802527
## demo$major1 -0.0109971274  0.029297500  8.277476e-03  0.021606577  0.005801695
## demo$major2  0.0175670487 -0.036271107 -1.580895e-02 -0.013300756 -0.006639558
## demo$major3  0.0439368416  0.015016068 -4.857870e-02 -0.015517302  0.031702408
## demo$major4  0.0206981755 -0.013952533 -3.052741e-02 -0.059896739  0.040197473
## demo$major5  0.0222097375 -0.003476159 -1.997792e-02 -0.010420429  0.008494197
## demo$major6 -0.0521536733  0.035879933  5.908737e-02  0.055699341 -0.029446388
## demo$major7 -0.0043854366 -0.048612353  7.567827e-03 -0.021524646 -0.023380113
## demo$major8  0.0003395975 -0.002782062  7.765857e-05  0.006224202 -0.012450450
##                      240          241          242          243          244
## (Intercept)  0.388450095  0.087123264  0.106151933  0.087123264  0.106841468
## demo$major1  0.009674651  0.029297500  0.025736176  0.029297500  0.002083757
## demo$major2  0.007868557 -0.036271107 -0.036489445 -0.036271107 -0.017021291
## demo$major3  0.044056369  0.015016068  0.022337038  0.015016068 -0.061255843
## demo$major4  0.011549905 -0.013952533 -0.006151933 -0.013952533 -0.019884946
## demo$major5  0.014648107 -0.003476159 -0.003299585 -0.003476159 -0.026224296
## demo$major6 -0.033785007  0.035879933  0.026666378  0.035879933  0.059494962
## demo$major7 -0.021783429 -0.048612353 -0.040611393 -0.048612353  0.018032142
## demo$major8 -0.007408305 -0.002782062 -0.011283534 -0.002782062  0.001528859
##                      245          246          247          248           249
## (Intercept)  0.162447458  0.103781998  0.348095811  0.132382286  0.0948007889
## demo$major1  0.028443999  0.028238804  0.019721171  0.038283367  0.0215877368
## demo$major2 -0.022414473 -0.034322721  0.003032849 -0.022396134 -0.0406112528
## demo$major3  0.037301156  0.009627608  0.040807485  0.037252937 -0.0034812988
## demo$major4 -0.027312323 -0.003781998  0.006742898 -0.027119128  0.0004373063
## demo$major5  0.001828743 -0.007523057  0.010192275 -0.002525370 -0.0042292519
## demo$major6  0.017084643  0.028880804 -0.027622360  0.026813407  0.0361836815
## demo$major7 -0.036056361 -0.038241457 -0.027819314 -0.065464992 -0.0325297266
## demo$major8 -0.007084208 -0.001620305 -0.004753780 -0.004770531 -0.0040644394
##                      250         251          252          253           254
## (Intercept)  0.100509740  0.09536882  0.087958169  0.087123264  9.719408e-02
## demo$major1  0.007919937  0.02387280  0.031482925  0.029297500  8.277476e-03
## demo$major2 -0.019124613 -0.01191158 -0.007019559 -0.036271107 -1.580895e-02
## demo$major3 -0.045815338 -0.02743825 -0.009934906  0.015016068 -4.857870e-02
## demo$major4 -0.033843073 -0.07211300 -0.087958169 -0.013952533 -3.052741e-02
## demo$major5 -0.017549910 -0.01050922 -0.009944346 -0.003476159 -1.997792e-02
## demo$major6  0.055982416  0.06006397  0.060393857  0.035879933  5.908737e-02
## demo$major7  0.004252165 -0.01048510 -0.025687107 -0.048612353  7.567827e-03
## demo$major8  0.006175359  0.01042009  0.012029324 -0.002782062  7.765857e-05
##                      255          256          257           258         259
## (Intercept)  0.087123264  0.109285442  0.083152553  0.1122831034  0.09536882
## demo$major1  0.029297500  0.038930380  0.021606577  0.0150376824  0.02387280
## demo$major2 -0.036271107 -0.028011848 -0.013300756 -0.0234079857 -0.01191158
## demo$major3  0.015016068  0.016230060 -0.015517302 -0.0212728278 -0.02743825
## demo$major4 -0.013952533 -0.032362365 -0.059896739 -0.0170450081 -0.07211300
## demo$major5 -0.003476159 -0.006932633 -0.010420429 -0.0185263583 -0.01050922
## demo$major6  0.035879933  0.033132113  0.055699341  0.0399190518  0.06006397
## demo$major7 -0.048612353 -0.043046126 -0.021524646 -0.0005614917 -0.01048510
## demo$major8 -0.002782062  0.004449002  0.006224202  0.0002656411  0.01042009
##                      260          261          262          263          264
## (Intercept)  0.391602712  0.092629514  0.206637648  0.270726795  0.434515895
## demo$major1  0.016139131  0.016661206  0.030232563  0.021393275  0.007480389
## demo$major2  0.004715941 -0.022020256 -0.010256862 -0.001695594  0.010140252
## demo$major3  0.040903752 -0.018349745  0.040896451  0.038534945  0.044448804
## demo$major4  0.008397288 -0.022862072 -0.006637648  0.002000477  0.013759967
## demo$major5  0.011495491 -0.016940915 -0.002012459  0.006083247  0.016485265
## demo$major6 -0.031639965  0.049498749 -0.001197103 -0.011671731 -0.038571474
## demo$major7 -0.024936045 -0.007745793 -0.044137648 -0.034363159 -0.018070272
## demo$major8 -0.002101350 -0.007251289 -0.001836560 -0.005196060 -0.004386811
##                      265          266          267          268          269
## (Intercept)  0.348095811  0.106841468  0.092133921  0.109117806  0.092629514
## demo$major1  0.019721171  0.002083757  0.039792513  0.026629300  0.016661206
## demo$major2  0.003032849 -0.017021291 -0.030193440 -0.031936520 -0.022020256
## demo$major3  0.040807485 -0.061255843  0.021615821  0.019371166 -0.018349745
## demo$major4  0.006742898 -0.019884946 -0.042133921 -0.009117806 -0.022862072
## demo$major5  0.010192275 -0.026224296 -0.002794514 -0.002455934 -0.016940915
## demo$major6 -0.027622360  0.059494962  0.040239584  0.026913901  0.049498749
## demo$major7 -0.027819314  0.018032142 -0.053620407 -0.043577265 -0.007745793
## demo$major8 -0.004753780  0.001528859  0.003090441 -0.002485045 -0.007251289
##                       270          271           272          273          274
## (Intercept)  0.0981560056  0.090268598  0.2723244474  0.090268598  0.106841468
## demo$major1  0.0221048970  0.015232638  0.0206573530  0.015232638  0.002083757
## demo$major2 -0.0371637483 -0.011250063 -0.0032932461 -0.011250063 -0.017021291
## demo$major3 -0.0003430089 -0.032325816  0.0467895102 -0.032325816 -0.061255843
## demo$major4 -0.0029179103 -0.044814052  0.0004028254 -0.044814052 -0.019884946
## demo$major5 -0.0107559397 -0.019671316  0.0044855949 -0.019671316 -0.026224296
## demo$major6  0.0370328201  0.059442360 -0.0145863468  0.059442360  0.059494962
## demo$major7 -0.0358849433 -0.006565715 -0.0359608110 -0.006565715  0.018032142
## demo$major8 -0.0011074811  0.001372675 -0.0038951609  0.001372675  0.001528859
##                      275           276          277          278          279
## (Intercept)  0.101165547  0.0853395071  0.087123264  0.106841468  0.097662030
## demo$major1  0.026521939  0.0231948700  0.029297500  0.002083757  0.026417400
## demo$major2 -0.022565527 -0.0243472499 -0.036271107 -0.017021291 -0.015929769
## demo$major3 -0.005994855 -0.0008227381  0.015016068 -0.061255843 -0.012836046
## demo$major4 -0.027994815 -0.0377204595 -0.013952533 -0.019884946 -0.050042982
## demo$major5 -0.010696348 -0.0073995121 -0.003476159 -0.026224296 -0.016624861
## demo$major6  0.040190633  0.0453898819  0.035879933  0.059494962  0.054043334
## demo$major7 -0.036338846 -0.0230684449 -0.048612353  0.018032142 -0.011581443
## demo$major8  0.007514163 -0.0024992214 -0.002782062  0.001528859 -0.001767174
##                      280          281           282          283          284
## (Intercept)  0.483350203  0.105336915  0.5946864399  0.106841468  0.106841468
## demo$major1  0.001523089  0.014717209 -0.0109971274  0.002083757  0.002083757
## demo$major2  0.013133872 -0.041372175  0.0175670487 -0.017021291 -0.017021291
## demo$major3  0.045221226 -0.018063421  0.0439368416 -0.061255843 -0.061255843
## demo$major4  0.016649797  0.010942155  0.0206981755 -0.019884946 -0.019884946
## demo$major5  0.018982942 -0.011306517  0.0222097375 -0.026224296 -0.026224296
## demo$major6 -0.042000207  0.037258606 -0.0521536733  0.059494962  0.059494962
## demo$major7 -0.013350203 -0.020453194 -0.0043854366  0.018032142  0.018032142
## demo$major8 -0.006200327 -0.002398135  0.0003395975  0.001528859  0.001528859
##                       285          286          287          288          289
## (Intercept)  9.719408e-02  0.106841468  0.109285442  0.106841468  0.092133921
## demo$major1  8.277476e-03  0.002083757  0.038930380  0.002083757  0.039792513
## demo$major2 -1.580895e-02 -0.017021291 -0.028011848 -0.017021291 -0.030193440
## demo$major3 -4.857870e-02 -0.061255843  0.016230060 -0.061255843  0.021615821
## demo$major4 -3.052741e-02 -0.019884946 -0.032362365 -0.019884946 -0.042133921
## demo$major5 -1.997792e-02 -0.026224296 -0.006932633 -0.026224296 -0.002794514
## demo$major6  5.908737e-02  0.059494962  0.033132113  0.059494962  0.040239584
## demo$major7  7.567827e-03  0.018032142 -0.043046126  0.018032142 -0.053620407
## demo$major8  7.765857e-05  0.001528859  0.004449002  0.001528859  0.003090441
##                       290          291          292          293          294
## (Intercept)  0.0981560056  0.106841468  0.099711315  0.100330494  0.103781998
## demo$major1  0.0221048970  0.002083757  0.009538507  0.008764284  0.028238804
## demo$major2 -0.0371637483 -0.017021291 -0.026462593 -0.012596160 -0.034322721
## demo$major3 -0.0003430089 -0.061255843 -0.035275027 -0.045636092  0.009627608
## demo$major4 -0.0029179103 -0.019884946 -0.008802224 -0.033663827 -0.003781998
## demo$major5 -0.0107559397 -0.026224296 -0.017323666 -0.026074726 -0.007523057
## demo$major6  0.0370328201  0.059494962  0.049397960  0.059882343  0.028880804
## demo$major7 -0.0358849433  0.018032142  0.006718840  0.004431411 -0.038241457
## demo$major8 -0.0011074811  0.001528859 -0.008377731  0.002826179 -0.001620305
##                      295           296          297          298          299
## (Intercept)  0.106841468  0.1519618769  0.102203549  0.389192141  0.111824164
## demo$major1  0.002083757  0.0237497540  0.017448914  0.010693169  0.041809052
## demo$major2 -0.017021291 -0.0258759524 -0.009895977  0.007126512 -0.022614062
## demo$major3 -0.061255843  0.0332195641 -0.043978440  0.043314324  0.029180611
## demo$major4 -0.019884946  0.0059328599 -0.056749003  0.010807859 -0.034901087
## demo$major5 -0.026224296  0.0003369917 -0.019748560  0.013906062 -0.002710551
## demo$major6  0.059494962  0.0146754738  0.063696844 -0.034928546  0.036600685
## demo$major7  0.018032142 -0.0564731551  0.004226607 -0.022525474 -0.073362626
## demo$major8  0.001528859 -0.0097506532  0.005470618 -0.003035261  0.004015180
##                      300           301          302          303           304
## (Intercept)  0.106841468  9.719408e-02  0.106841468  0.090450885  0.0948007889
## demo$major1  0.002083757  8.277476e-03  0.002083757  0.014369282  0.0215877368
## demo$major2 -0.017021291 -1.580895e-02 -0.017021291 -0.017925856 -0.0406112528
## demo$major3 -0.061255843 -4.857870e-02 -0.061255843 -0.032508103 -0.0034812988
## demo$major4 -0.019884946 -3.052741e-02 -0.019884946 -0.044996339  0.0004373063
## demo$major5 -0.026224296 -1.997792e-02 -0.026224296 -0.010955727 -0.0042292519
## demo$major6  0.059494962  5.908737e-02  0.059494962  0.055455533  0.0361836815
## demo$major7  0.018032142  7.567827e-03  0.018032142 -0.006748002 -0.0325297266
## demo$major8  0.001528859  7.765857e-05  0.001528859  0.004791351 -0.0040644394
##                     305           306          307           308           309
## (Intercept)  0.17735046  0.0948007889  0.123673282  0.0849082733  9.719408e-02
## demo$major1  0.02053205  0.0215877368  0.024502126  0.0275573210  8.277476e-03
## demo$major2 -0.02075085 -0.0406112528 -0.034463180 -0.0247096669 -1.580895e-02
## demo$major3  0.03838217 -0.0034812988  0.016974127 -0.0003915043 -4.857870e-02
## demo$major4  0.01183873  0.0004373063  0.004531846 -0.0372892257 -3.052741e-02
## demo$major5  0.00155134 -0.0042292519 -0.007455961 -0.0066727208 -1.997792e-02
## demo$major6  0.00421305  0.0361836815  0.019193365  0.0467069948  5.908737e-02
## demo$major7 -0.05095937 -0.0325297266 -0.029656188 -0.0464467349  7.567827e-03
## demo$major8 -0.00960131 -0.0040644394 -0.010314177  0.0061654372  7.765857e-05
##                       310           311          312
## (Intercept)  0.2723244474  0.0948007889  0.237992459
## demo$major1  0.0206573530  0.0215877368  0.026105108
## demo$major2 -0.0032932461 -0.0406112528 -0.006361940
## demo$major3  0.0467895102 -0.0034812988  0.034802273
## demo$major4  0.0004028254  0.0004373063 -0.002698342
## demo$major5  0.0044855949 -0.0042292519  0.001666701
## demo$major6 -0.0145863468  0.0361836815 -0.001347108
## demo$major7 -0.0359608110 -0.0325297266 -0.039700239
## demo$major8 -0.0038951609 -0.0040644394 -0.006541384
## 
## $f.perms
##              [,1]
##    [1,] 0.5686279
##    [2,] 1.3393457
##    [3,] 1.9823713
##    [4,] 0.9336629
##    [5,] 0.8347886
##    [6,] 0.9406150
##    [7,] 0.6022583
##    [8,] 1.2136122
##    [9,] 1.8271935
##   [10,] 0.7601072
##   [11,] 0.7813529
##   [12,] 0.6124142
##   [13,] 0.9038813
##   [14,] 0.5818846
##   [15,] 0.6226116
##   [16,] 1.1342152
##   [17,] 0.4002388
##   [18,] 0.5959885
##   [19,] 1.6442581
##   [20,] 0.4165834
##   [21,] 1.0115570
##   [22,] 0.6728663
##   [23,] 0.5213594
##   [24,] 0.8285716
##   [25,] 0.9060933
##   [26,] 0.7606912
##   [27,] 0.6341242
##   [28,] 1.0465155
##   [29,] 0.7726544
##   [30,] 0.4212775
##   [31,] 0.5203098
##   [32,] 1.0700856
##   [33,] 1.0108678
##   [34,] 0.6267976
##   [35,] 0.9689121
##   [36,] 1.5885006
##   [37,] 0.8277930
##   [38,] 2.7284228
##   [39,] 1.0923147
##   [40,] 0.9473067
##   [41,] 1.0777478
##   [42,] 0.7221795
##   [43,] 1.0539418
##   [44,] 1.2609207
##   [45,] 1.1924142
##   [46,] 0.6867317
##   [47,] 2.2912543
##   [48,] 0.8399522
##   [49,] 2.2000351
##   [50,] 0.5937233
##   [51,] 1.5090259
##   [52,] 1.2436223
##   [53,] 1.0583558
##   [54,] 1.0392531
##   [55,] 0.2825593
##   [56,] 1.1816693
##   [57,] 0.5128096
##   [58,] 1.5163674
##   [59,] 0.6995158
##   [60,] 1.0364064
##   [61,] 1.1278366
##   [62,] 0.7965361
##   [63,] 0.5014517
##   [64,] 1.2544593
##   [65,] 0.9588293
##   [66,] 1.6406697
##   [67,] 0.6596081
##   [68,] 0.5076475
##   [69,] 1.2719691
##   [70,] 2.0826195
##   [71,] 0.3929552
##   [72,] 1.1601038
##   [73,] 0.7269330
##   [74,] 0.7596137
##   [75,] 0.7325751
##   [76,] 1.2529511
##   [77,] 1.5276909
##   [78,] 0.7967922
##   [79,] 0.8883606
##   [80,] 0.2672539
##   [81,] 0.6713178
##   [82,] 0.6686953
##   [83,] 2.2276210
##   [84,] 0.7841175
##   [85,] 1.2854944
##   [86,] 0.3742287
##   [87,] 0.6397988
##   [88,] 0.8679545
##   [89,] 0.9288336
##   [90,] 0.9642866
##   [91,] 1.2121738
##   [92,] 0.4618008
##   [93,] 1.2563829
##   [94,] 0.7629627
##   [95,] 2.2607617
##   [96,] 0.9738594
##   [97,] 0.5783992
##   [98,] 0.9202630
##   [99,] 0.9095682
##  [100,] 1.5045469
##  [101,] 1.0898262
##  [102,] 0.3611405
##  [103,] 0.8925502
##  [104,] 0.8246459
##  [105,] 0.7619160
##  [106,] 0.8381151
##  [107,] 1.5076306
##  [108,] 0.5706185
##  [109,] 0.6659531
##  [110,] 0.4450373
##  [111,] 0.8309656
##  [112,] 0.6680299
##  [113,] 0.5573415
##  [114,] 0.3460065
##  [115,] 0.6120983
##  [116,] 0.6587871
##  [117,] 2.0105388
##  [118,] 1.5810732
##  [119,] 1.3053445
##  [120,] 0.7728549
##  [121,] 1.0709313
##  [122,] 0.8025361
##  [123,] 1.0538907
##  [124,] 2.1572669
##  [125,] 0.5673076
##  [126,] 1.1544577
##  [127,] 0.5520041
##  [128,] 1.2201433
##  [129,] 0.4242382
##  [130,] 1.1920966
##  [131,] 0.4995240
##  [132,] 2.3550702
##  [133,] 0.4384917
##  [134,] 0.9339529
##  [135,] 0.5081575
##  [136,] 1.1092950
##  [137,] 2.2245664
##  [138,] 1.3017312
##  [139,] 0.5492989
##  [140,] 0.5481336
##  [141,] 2.4100305
##  [142,] 0.7099996
##  [143,] 1.0527652
##  [144,] 0.8095173
##  [145,] 0.5137098
##  [146,] 0.9772127
##  [147,] 0.7745421
##  [148,] 1.9990260
##  [149,] 0.1689316
##  [150,] 0.5710304
##  [151,] 1.0336363
##  [152,] 1.1542435
##  [153,] 0.8671485
##  [154,] 0.5470890
##  [155,] 0.8419582
##  [156,] 0.5110723
##  [157,] 0.4895252
##  [158,] 2.3755726
##  [159,] 0.5840482
##  [160,] 0.5870625
##  [161,] 0.7131474
##  [162,] 1.1322416
##  [163,] 0.6874623
##  [164,] 0.7921048
##  [165,] 2.8119902
##  [166,] 1.4686649
##  [167,] 1.0399310
##  [168,] 0.5773335
##  [169,] 0.9339355
##  [170,] 2.1330910
##  [171,] 2.2762057
##  [172,] 1.0712078
##  [173,] 0.8266229
##  [174,] 0.5558519
##  [175,] 0.5869196
##  [176,] 0.5918155
##  [177,] 0.9388293
##  [178,] 0.6576069
##  [179,] 0.8969119
##  [180,] 0.4226398
##  [181,] 0.3966478
##  [182,] 0.4015323
##  [183,] 2.0245138
##  [184,] 1.4421465
##  [185,] 0.8306018
##  [186,] 1.3308353
##  [187,] 0.6964551
##  [188,] 1.9897295
##  [189,] 1.1961631
##  [190,] 1.4490521
##  [191,] 2.0204977
##  [192,] 1.4282305
##  [193,] 0.6430223
##  [194,] 0.6407228
##  [195,] 0.4878394
##  [196,] 1.1429374
##  [197,] 0.8220898
##  [198,] 0.5745314
##  [199,] 0.8209529
##  [200,] 1.1552881
##  [201,] 0.7594647
##  [202,] 0.8621737
##  [203,] 2.1833199
##  [204,] 0.5286257
##  [205,] 0.5158246
##  [206,] 0.7806539
##  [207,] 1.7133183
##  [208,] 0.4830497
##  [209,] 0.6148834
##  [210,] 0.4252766
##  [211,] 1.2402433
##  [212,] 0.9589750
##  [213,] 0.7747433
##  [214,] 1.0817818
##  [215,] 0.4208916
##  [216,] 0.4160857
##  [217,] 1.2250584
##  [218,] 0.6817847
##  [219,] 2.6524117
##  [220,] 0.7690198
##  [221,] 2.8311547
##  [222,] 1.1470481
##  [223,] 0.7053757
##  [224,] 1.4760688
##  [225,] 0.7386347
##  [226,] 1.0070350
##  [227,] 2.1780715
##  [228,] 0.9488222
##  [229,] 1.2872860
##  [230,] 0.8360552
##  [231,] 0.5855365
##  [232,] 1.6121444
##  [233,] 1.1581990
##  [234,] 0.5951040
##  [235,] 3.1061776
##  [236,] 0.7952355
##  [237,] 0.7487696
##  [238,] 0.4297147
##  [239,] 0.2729509
##  [240,] 0.4402449
##  [241,] 1.2684814
##  [242,] 0.7175822
##  [243,] 1.6145236
##  [244,] 0.7002392
##  [245,] 0.8458214
##  [246,] 0.7230308
##  [247,] 2.5226420
##  [248,] 0.5045939
##  [249,] 1.3053803
##  [250,] 0.7787296
##  [251,] 1.2212813
##  [252,] 1.1563954
##  [253,] 0.5814515
##  [254,] 0.8743898
##  [255,] 0.8987347
##  [256,] 1.2361655
##  [257,] 0.8028523
##  [258,] 1.1452501
##  [259,] 0.3926465
##  [260,] 0.5605018
##  [261,] 0.8675025
##  [262,] 1.1708050
##  [263,] 0.7396023
##  [264,] 2.6945448
##  [265,] 1.1225770
##  [266,] 0.6789229
##  [267,] 1.3955798
##  [268,] 0.8387168
##  [269,] 1.7028553
##  [270,] 0.5875931
##  [271,] 1.1572463
##  [272,] 1.6941341
##  [273,] 1.5643402
##  [274,] 0.7133720
##  [275,] 0.7872044
##  [276,] 1.1736599
##  [277,] 1.5604994
##  [278,] 0.7472199
##  [279,] 1.1902589
##  [280,] 1.3448117
##  [281,] 0.6340593
##  [282,] 0.4396487
##  [283,] 0.9465453
##  [284,] 1.0151876
##  [285,] 0.6190711
##  [286,] 0.8604455
##  [287,] 2.5232047
##  [288,] 1.1528558
##  [289,] 0.7616617
##  [290,] 0.5710574
##  [291,] 1.3969858
##  [292,] 0.6122403
##  [293,] 1.8778544
##  [294,] 1.0883222
##  [295,] 1.8682285
##  [296,] 1.7397255
##  [297,] 0.6576716
##  [298,] 0.5415407
##  [299,] 1.0250182
##  [300,] 1.1857595
##  [301,] 0.4402277
##  [302,] 0.9539965
##  [303,] 0.9281166
##  [304,] 0.4061645
##  [305,] 1.1189409
##  [306,] 0.4129876
##  [307,] 0.7893151
##  [308,] 1.1618935
##  [309,] 0.7427551
##  [310,] 0.3746927
##  [311,] 0.7300621
##  [312,] 0.3898627
##  [313,] 0.9670557
##  [314,] 1.5194681
##  [315,] 1.0184386
##  [316,] 1.4474731
##  [317,] 0.5711128
##  [318,] 1.1029169
##  [319,] 2.8523970
##  [320,] 0.3733935
##  [321,] 0.3157134
##  [322,] 0.9424393
##  [323,] 0.3658992
##  [324,] 0.6377348
##  [325,] 0.4730351
##  [326,] 0.7394680
##  [327,] 0.5715578
##  [328,] 0.9267404
##  [329,] 0.6955689
##  [330,] 0.7175754
##  [331,] 0.7252216
##  [332,] 2.1095234
##  [333,] 0.4590352
##  [334,] 0.6223011
##  [335,] 0.6281921
##  [336,] 0.9369655
##  [337,] 0.7793556
##  [338,] 1.5898263
##  [339,] 1.4803929
##  [340,] 0.5160005
##  [341,] 1.4326615
##  [342,] 0.5733882
##  [343,] 0.7374264
##  [344,] 0.6900825
##  [345,] 1.1287814
##  [346,] 2.5403980
##  [347,] 0.4798434
##  [348,] 1.3051280
##  [349,] 0.5544137
##  [350,] 0.4760268
##  [351,] 0.4682535
##  [352,] 1.9557583
##  [353,] 1.7511040
##  [354,] 1.3304168
##  [355,] 0.5288705
##  [356,] 0.7202287
##  [357,] 1.1581078
##  [358,] 1.2727726
##  [359,] 0.9236581
##  [360,] 1.3187738
##  [361,] 0.3832414
##  [362,] 0.5318036
##  [363,] 1.1691959
##  [364,] 0.7572988
##  [365,] 0.9969330
##  [366,] 1.3064170
##  [367,] 0.8342218
##  [368,] 1.8577698
##  [369,] 1.6181746
##  [370,] 1.2248410
##  [371,] 2.4075621
##  [372,] 1.4751062
##  [373,] 1.7628864
##  [374,] 0.4005748
##  [375,] 1.0793660
##  [376,] 1.4502653
##  [377,] 1.2622403
##  [378,] 1.1408173
##  [379,] 0.6273282
##  [380,] 1.6045217
##  [381,] 0.6081069
##  [382,] 1.7660255
##  [383,] 2.6086345
##  [384,] 0.2966637
##  [385,] 0.7248207
##  [386,] 2.9242549
##  [387,] 0.6664769
##  [388,] 1.4069900
##  [389,] 1.2776354
##  [390,] 0.6632506
##  [391,] 1.2983725
##  [392,] 0.3632450
##  [393,] 0.3705705
##  [394,] 1.0199552
##  [395,] 0.6493631
##  [396,] 0.9783543
##  [397,] 1.0518363
##  [398,] 1.5688067
##  [399,] 0.8110818
##  [400,] 0.4627407
##  [401,] 1.3239661
##  [402,] 0.6430839
##  [403,] 0.4771408
##  [404,] 0.7447222
##  [405,] 1.1338219
##  [406,] 1.1708146
##  [407,] 1.1780643
##  [408,] 0.6488105
##  [409,] 1.5560605
##  [410,] 0.7155230
##  [411,] 0.4310585
##  [412,] 0.5488174
##  [413,] 1.0204686
##  [414,] 1.0855943
##  [415,] 0.5055065
##  [416,] 0.5619824
##  [417,] 1.2028998
##  [418,] 0.7102177
##  [419,] 0.7399209
##  [420,] 0.4715026
##  [421,] 1.4975947
##  [422,] 0.6443564
##  [423,] 0.8838591
##  [424,] 0.8559675
##  [425,] 0.9077680
##  [426,] 1.0321575
##  [427,] 0.7355631
##  [428,] 0.4408410
##  [429,] 2.0191509
##  [430,] 0.5956301
##  [431,] 1.3099581
##  [432,] 1.1111752
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##  [434,] 1.3270873
##  [435,] 0.7645716
##  [436,] 0.4285248
##  [437,] 0.2123922
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##  [490,] 0.4253761
##  [491,] 1.6227571
##  [492,] 0.4237447
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##  [494,] 1.1190694
##  [495,] 0.6299262
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##  [499,] 1.0970691
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##  [503,] 1.4706665
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##  [506,] 0.8759770
##  [507,] 0.8636905
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##  [509,] 0.4694702
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##  [511,] 0.4983321
##  [512,] 0.7078716
##  [513,] 0.6209121
##  [514,] 0.8857641
##  [515,] 0.7198771
##  [516,] 1.9651268
##  [517,] 1.0592885
##  [518,] 2.0483106
##  [519,] 0.4065667
##  [520,] 0.9131807
##  [521,] 2.3041256
##  [522,] 0.7100706
##  [523,] 1.1243062
##  [524,] 0.7555364
##  [525,] 1.5836833
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##  [527,] 0.8497645
##  [528,] 1.4354039
##  [529,] 1.1743571
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##  [533,] 1.4442204
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##  [535,] 1.2117301
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##  [538,] 0.6961513
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##  [540,] 0.5171337
##  [541,] 1.7015785
##  [542,] 0.9199777
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##  [545,] 1.0126492
##  [546,] 3.2461220
##  [547,] 0.5137520
##  [548,] 0.7909352
##  [549,] 1.1631996
##  [550,] 0.7936946
##  [551,] 1.4959620
##  [552,] 1.1413436
##  [553,] 1.0423454
##  [554,] 0.8448263
##  [555,] 0.6603099
##  [556,] 1.5226168
##  [557,] 1.1827725
##  [558,] 0.8391160
##  [559,] 2.2040374
##  [560,] 1.1782385
##  [561,] 0.7659786
##  [562,] 1.8589359
##  [563,] 1.8212576
##  [564,] 0.8716405
##  [565,] 1.5357611
##  [566,] 1.5943889
##  [567,] 0.5925845
##  [568,] 2.1282695
##  [569,] 2.3694210
##  [570,] 1.6912098
##  [571,] 1.1080439
##  [572,] 0.5195060
##  [573,] 0.5556764
##  [574,] 0.7050504
##  [575,] 0.3979295
##  [576,] 1.2050388
##  [577,] 1.5370030
##  [578,] 0.3579516
##  [579,] 0.8417649
##  [580,] 1.1061699
##  [581,] 2.4884924
##  [582,] 0.6292154
##  [583,] 0.6476329
##  [584,] 0.7264860
##  [585,] 0.7832426
##  [586,] 1.2865379
##  [587,] 0.9581200
##  [588,] 0.6427385
##  [589,] 0.4501861
##  [590,] 0.9541333
##  [591,] 0.5863959
##  [592,] 0.8829207
##  [593,] 1.2187898
##  [594,] 0.6487619
##  [595,] 0.2221352
##  [596,] 2.3255752
##  [597,] 0.7463495
##  [598,] 0.7796742
##  [599,] 0.5130994
##  [600,] 0.3835632
##  [601,] 1.2529547
##  [602,] 1.7396160
##  [603,] 1.4132582
##  [604,] 0.5952362
##  [605,] 0.8164008
##  [606,] 0.6070763
##  [607,] 0.2733090
##  [608,] 1.0976560
##  [609,] 0.4305236
##  [610,] 0.8005993
##  [611,] 0.4903023
##  [612,] 1.0394967
##  [613,] 1.3414907
##  [614,] 1.9511884
##  [615,] 0.6112420
##  [616,] 1.2725886
##  [617,] 1.6083027
##  [618,] 0.4837728
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##  [620,] 0.8918080
##  [621,] 0.5795520
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##  [623,] 1.1341953
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##  [625,] 1.1378993
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##  [627,] 1.4665885
##  [628,] 1.4902139
##  [629,] 1.1694900
##  [630,] 0.6369111
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##  [632,] 0.4165319
##  [633,] 1.1884792
##  [634,] 0.6474697
##  [635,] 1.3027086
##  [636,] 2.7438384
##  [637,] 1.1981827
##  [638,] 0.9387098
##  [639,] 1.7043311
##  [640,] 0.3816010
##  [641,] 0.5630425
##  [642,] 1.4285284
##  [643,] 0.6246214
##  [644,] 0.9561770
##  [645,] 0.5743639
##  [646,] 1.6568647
##  [647,] 1.5577466
##  [648,] 1.0015958
##  [649,] 1.6891004
##  [650,] 1.6246063
##  [651,] 0.9555518
##  [652,] 1.2304861
##  [653,] 0.7584233
##  [654,] 1.1520380
##  [655,] 2.6307314
##  [656,] 0.6511710
##  [657,] 1.1707966
##  [658,] 0.9234803
##  [659,] 1.5157431
##  [660,] 0.8792738
##  [661,] 0.9280204
##  [662,] 1.0412524
##  [663,] 0.3660924
##  [664,] 0.6606439
##  [665,] 0.8213551
##  [666,] 1.2035069
##  [667,] 0.6287418
##  [668,] 0.8825323
##  [669,] 0.4409031
##  [670,] 1.6682920
##  [671,] 1.6737185
##  [672,] 0.7240130
##  [673,] 0.7432431
##  [674,] 0.3241792
##  [675,] 0.4964614
##  [676,] 0.6342096
##  [677,] 1.0006825
##  [678,] 0.8625797
##  [679,] 0.5311363
##  [680,] 0.4494524
##  [681,] 1.5476460
##  [682,] 1.6260525
##  [683,] 2.0238463
##  [684,] 0.8170469
##  [685,] 0.7266463
##  [686,] 0.8113031
##  [687,] 1.0206344
##  [688,] 2.1267942
##  [689,] 0.6484749
##  [690,] 0.9893653
##  [691,] 1.2365115
##  [692,] 1.1971785
##  [693,] 0.6053509
##  [694,] 1.2007487
##  [695,] 1.2933035
##  [696,] 2.0276474
##  [697,] 1.0707269
##  [698,] 0.8883741
##  [699,] 0.9216921
##  [700,] 0.7826094
##  [701,] 2.1394572
##  [702,] 1.0409857
##  [703,] 0.5217745
##  [704,] 1.0586536
##  [705,] 0.8394335
##  [706,] 1.1693621
##  [707,] 1.0108725
##  [708,] 0.7502990
##  [709,] 1.0043328
##  [710,] 0.6320929
##  [711,] 1.1623508
##  [712,] 0.5202367
##  [713,] 0.5878675
##  [714,] 0.2823096
##  [715,] 1.3770911
##  [716,] 1.0629659
##  [717,] 2.1420109
##  [718,] 0.6822100
##  [719,] 0.7925903
##  [720,] 0.7963753
##  [721,] 0.9099013
##  [722,] 0.6567911
##  [723,] 0.8103603
##  [724,] 0.4723073
##  [725,] 0.8542230
##  [726,] 0.9265628
##  [727,] 1.0422663
##  [728,] 0.8683942
##  [729,] 0.7812374
##  [730,] 0.3586040
##  [731,] 1.1600158
##  [732,] 0.6980450
##  [733,] 0.3912233
##  [734,] 0.6742038
##  [735,] 0.5196040
##  [736,] 0.9591599
##  [737,] 1.4184917
##  [738,] 0.7320754
##  [739,] 1.8818434
##  [740,] 1.2964714
##  [741,] 0.3802232
##  [742,] 0.5635561
##  [743,] 1.0244254
##  [744,] 0.9973788
##  [745,] 3.3677110
##  [746,] 0.6409132
##  [747,] 0.4733924
##  [748,] 1.0500832
##  [749,] 2.4060012
##  [750,] 0.4658594
##  [751,] 0.6833417
##  [752,] 0.8253117
##  [753,] 0.4367495
##  [754,] 0.9064345
##  [755,] 0.7304598
##  [756,] 0.5699676
##  [757,] 2.0488310
##  [758,] 0.9139344
##  [759,] 2.0599868
##  [760,] 0.8221134
##  [761,] 0.8867012
##  [762,] 1.2612807
##  [763,] 2.7180251
##  [764,] 0.9065949
##  [765,] 0.4826418
##  [766,] 1.0149920
##  [767,] 2.0548049
##  [768,] 0.4852211
##  [769,] 0.5376186
##  [770,] 0.7020792
##  [771,] 1.0900338
##  [772,] 1.6577517
##  [773,] 0.5810428
##  [774,] 0.6571707
##  [775,] 1.0223943
##  [776,] 2.2443455
##  [777,] 1.2142933
##  [778,] 0.4876675
##  [779,] 0.4332412
##  [780,] 0.8159328
##  [781,] 1.1329845
##  [782,] 0.5142460
##  [783,] 0.8408729
##  [784,] 1.2099648
##  [785,] 1.8883114
##  [786,] 2.1210638
##  [787,] 0.7364715
##  [788,] 1.1357533
##  [789,] 0.4817298
##  [790,] 0.5102120
##  [791,] 1.5889149
##  [792,] 0.7842624
##  [793,] 1.6684106
##  [794,] 0.5604637
##  [795,] 0.6988983
##  [796,] 0.4383395
##  [797,] 0.9919584
##  [798,] 1.0760666
##  [799,] 0.8269625
##  [800,] 1.0681077
##  [801,] 0.7651011
##  [802,] 1.5479805
##  [803,] 0.5076481
##  [804,] 1.1929242
##  [805,] 0.3669873
##  [806,] 0.6148619
##  [807,] 0.9901384
##  [808,] 0.4530883
##  [809,] 0.6666171
##  [810,] 0.7644656
##  [811,] 0.7165649
##  [812,] 1.2136357
##  [813,] 0.6359431
##  [814,] 0.6242606
##  [815,] 0.3433258
##  [816,] 1.1551293
##  [817,] 0.6617272
##  [818,] 1.7584825
##  [819,] 0.7996369
##  [820,] 0.6489352
##  [821,] 0.9347115
##  [822,] 0.8288586
##  [823,] 1.3433416
##  [824,] 0.8599111
##  [825,] 0.8733735
##  [826,] 1.5603350
##  [827,] 0.5784075
##  [828,] 1.7871228
##  [829,] 0.7304578
##  [830,] 0.7391776
##  [831,] 1.1798329
##  [832,] 0.6710182
##  [833,] 2.5501638
##  [834,] 0.4711460
##  [835,] 1.1633287
##  [836,] 1.3174937
##  [837,] 1.1183434
##  [838,] 1.0182585
##  [839,] 1.8098210
##  [840,] 0.7526369
##  [841,] 0.4915526
##  [842,] 1.2690490
##  [843,] 0.4397949
##  [844,] 0.5520849
##  [845,] 0.5902380
##  [846,] 0.8613821
##  [847,] 1.1204019
##  [848,] 0.7767712
##  [849,] 0.6161365
##  [850,] 0.4053733
##  [851,] 0.3766187
##  [852,] 1.7453903
##  [853,] 0.9575775
##  [854,] 1.9538892
##  [855,] 1.4243572
##  [856,] 0.5182791
##  [857,] 1.1948678
##  [858,] 0.5098892
##  [859,] 0.8782080
##  [860,] 0.3307217
##  [861,] 1.0657415
##  [862,] 0.9273500
##  [863,] 0.4396074
##  [864,] 1.0618922
##  [865,] 0.6611276
##  [866,] 0.7186325
##  [867,] 1.8807011
##  [868,] 0.5953770
##  [869,] 1.0859990
##  [870,] 2.1172857
##  [871,] 1.3776749
##  [872,] 0.5968916
##  [873,] 1.2697504
##  [874,] 1.4878122
##  [875,] 1.0116639
##  [876,] 0.4019504
##  [877,] 0.7710768
##  [878,] 0.5884523
##  [879,] 1.2786618
##  [880,] 0.2894508
##  [881,] 0.6817320
##  [882,] 1.1942662
##  [883,] 1.5997920
##  [884,] 0.8228612
##  [885,] 1.5878102
##  [886,] 0.3535526
##  [887,] 0.7793471
##  [888,] 2.5810273
##  [889,] 2.3542261
##  [890,] 1.0447163
##  [891,] 0.4946122
##  [892,] 1.0112901
##  [893,] 0.9664057
##  [894,] 0.6052428
##  [895,] 1.0300873
##  [896,] 0.9922033
##  [897,] 3.4878824
##  [898,] 0.5594533
##  [899,] 0.4553655
##  [900,] 0.9511347
##  [901,] 0.6041204
##  [902,] 0.4461986
##  [903,] 1.4680586
##  [904,] 1.1104552
##  [905,] 0.8207082
##  [906,] 0.4552080
##  [907,] 0.7940858
##  [908,] 0.8475239
##  [909,] 1.0257955
##  [910,] 0.6251217
##  [911,] 0.6739895
##  [912,] 0.5040049
##  [913,] 0.8357339
##  [914,] 0.3416302
##  [915,] 0.8912215
##  [916,] 0.8915164
##  [917,] 0.3190040
##  [918,] 0.5610395
##  [919,] 0.7016974
##  [920,] 0.4938478
##  [921,] 0.3447016
##  [922,] 1.2523759
##  [923,] 0.4634623
##  [924,] 0.9701798
##  [925,] 0.5758459
##  [926,] 1.2182511
##  [927,] 0.6456737
##  [928,] 0.5273876
##  [929,] 0.6093880
##  [930,] 0.4778202
##  [931,] 1.0301589
##  [932,] 1.7027394
##  [933,] 0.5511981
##  [934,] 0.9467824
##  [935,] 1.4882720
##  [936,] 1.7182053
##  [937,] 0.6747431
##  [938,] 0.5000989
##  [939,] 0.4820188
##  [940,] 0.9967333
##  [941,] 0.5075215
##  [942,] 0.6233274
##  [943,] 2.7131999
##  [944,] 2.1951623
##  [945,] 0.5415123
##  [946,] 0.5541748
##  [947,] 0.3859812
##  [948,] 1.5146384
##  [949,] 2.3009144
##  [950,] 2.2476880
##  [951,] 0.3455398
##  [952,] 1.1499175
##  [953,] 1.5714527
##  [954,] 0.8319041
##  [955,] 0.9135969
##  [956,] 1.0156788
##  [957,] 0.4272821
##  [958,] 1.1223427
##  [959,] 1.4330393
##  [960,] 0.7991027
##  [961,] 0.5074753
##  [962,] 1.0677177
##  [963,] 0.7530445
##  [964,] 0.4488451
##  [965,] 1.2976589
##  [966,] 0.7516673
##  [967,] 1.7869064
##  [968,] 0.1999544
##  [969,] 1.2329629
##  [970,] 0.5655176
##  [971,] 1.1218469
##  [972,] 1.1477104
##  [973,] 1.2784117
##  [974,] 1.5950885
##  [975,] 0.9840424
##  [976,] 1.4648246
##  [977,] 0.5433221
##  [978,] 0.9298789
##  [979,] 1.0263733
##  [980,] 0.5186284
##  [981,] 0.7124772
##  [982,] 3.4586735
##  [983,] 1.0841770
##  [984,] 0.9051751
##  [985,] 1.3913054
##  [986,] 0.3428065
##  [987,] 3.0037729
##  [988,] 0.9775187
##  [989,] 0.4136389
##  [990,] 0.5079567
##  [991,] 0.5632981
##  [992,] 0.6889039
##  [993,] 0.4019877
##  [994,] 0.7735289
##  [995,] 0.3626866
##  [996,] 1.0127239
##  [997,] 0.5755847
##  [998,] 0.4906861
##  [999,] 0.4861481
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
## 4             1           0           0           0           0           0
## 5             1           0           0           0           0           0
## 6             1           0           0           0           0           0
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## 301           0           0           0
## 302          -1          -1          -1
## 303           0           0           0
## 304           1           0           0
## 305           1           0           0
## 306           0           0           0
## 307           1           0           0
## 308          -1          -1          -1
## 309           1           0           0
## 310           0           0           0
## 311           1           0           0
## 312           0           0           0
## 
## $terms
## im ~ demo$major
## attr(,"variables")
## list(im, demo$major)
## attr(,"factors")
##            demo$major
## im                  0
## demo$major          1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Self-Determination

Now, Self-Determination:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$major   8    0.1709 0.021358 0.86911 0.02243  0.514
## Residuals  303    7.4460 0.024574         0.97757       
## Total      311    7.6168                  1.00000       
## 
## $call
## adonis(formula = sd ~ demo$major)
## 
## $coefficients
##                    sd1         sd2         sd3        sd4         sd5
## (Intercept)  3.8377114  3.93034577  3.93510869  3.6781925  3.81024692
## demo$major1  0.1622886  0.06965423  0.14939835  0.2513849  0.09116153
## demo$major2  0.4480029  0.21251137  0.35060560  0.4646646  0.18975308
## demo$major3  0.1622886 -0.07320291  0.06489131  0.6075217  0.33261023
## demo$major4  0.1622886  0.06965423  0.06489131  0.3218075  0.18975308
## demo$major5  0.1622886  0.06965423  0.13155798  0.1884741 -0.21024692
## demo$major6 -0.1234256 -0.18359252 -0.18835544 -0.2041666 -0.27777938
## demo$major7 -0.8377114  0.06965423 -0.43510869 -1.1781925  0.18975308
## demo$major8 -0.1420592 -0.14773708 -0.10902173 -0.4608012 -0.28850779
## 
## $coef.sites
##                       1             2            3            4           5
## (Intercept)  0.14209655  0.1107300530  0.123006416  0.129171230  0.14209655
## demo$major1 -0.01451022  0.0005639035  0.002437173  0.008697486 -0.01451022
## demo$major2 -0.04142453 -0.0042866663 -0.013507770  0.017483564 -0.04142453
## demo$major3 -0.02586827 -0.0012010184  0.011929854  0.006820629 -0.02586827
## demo$major4 -0.03098544 -0.0631110054 -0.049835684 -0.076539651 -0.03098544
## demo$major5 -0.01487993 -0.0223558684 -0.035196671 -0.020456992 -0.01487993
## demo$major6  0.03303438  0.0302974050  0.023069602  0.022885095  0.03303438
## demo$major7  0.04905490  0.0182173154  0.035690743  0.014619620  0.04905490
## demo$major8  0.02760788  0.0123498696  0.003363278 -0.001425970  0.02760788
##                       6            7           8            9           10
## (Intercept)  0.11024163  0.099108951  0.14209655  0.180363603  0.462232544
## demo$major1  0.01558785  0.017773181 -0.01451022  0.025150742  0.009757810
## demo$major2  0.02096915  0.027347439 -0.04142453  0.013326409  0.035613964
## demo$major3  0.03439079  0.016140861 -0.02586827  0.027976773  0.022243225
## demo$major4 -0.05761005 -0.073467926 -0.03098544 -0.003893015  0.019248937
## demo$major5 -0.02426524 -0.015613951 -0.01487993 -0.021267226  0.004082669
## demo$major6  0.01814606  0.029836678  0.03303438  0.009154052 -0.020011518
## demo$major7 -0.02364032 -0.042738295  0.04905490 -0.051196937 -0.046580370
## demo$major8 -0.01499345  0.001170702  0.02760788 -0.022952532 -0.020017736
##                       11           12           13           14          15
## (Intercept)  0.187163816  0.101319792  0.103421680  0.090401346  0.14209655
## demo$major1  0.022155176  0.007068467  0.003715285  0.011526431 -0.01451022
## demo$major2  0.025766215  0.008972505  0.014013474  0.024499537 -0.04142453
## demo$major3  0.031380642  0.005490847 -0.002960247  0.013761532 -0.02586827
## demo$major4 -0.010693228 -0.076929548 -0.079031436 -0.090401346 -0.03098544
## demo$major5 -0.010260925 -0.020087940 -0.013177088 -0.019825004 -0.01487993
## demo$major6  0.007655125  0.029108793  0.029706466  0.028425055  0.03303438
## demo$major7 -0.057997149  0.004709314  0.002607426 -0.008530001  0.04905490
## demo$major8 -0.026841901  0.007315563  0.011287135  0.002931796  0.02760788
##                       16           17          18           19          20
## (Intercept)  0.090401346  0.090401346  0.14228196  0.122529200  0.11024163
## demo$major1  0.011526431  0.011526431  0.01982176 -0.006660811  0.01558785
## demo$major2  0.024499537  0.024499537  0.01465850 -0.013643290  0.02096915
## demo$major3  0.013761532  0.013761532  0.02799894 -0.016845809  0.03439079
## demo$major4 -0.090401346 -0.090401346 -0.03117085 -0.052761758 -0.05761005
## demo$major5 -0.019825004 -0.019825004 -0.03205870 -0.015881924 -0.02426524
## demo$major6  0.028425055  0.028425055  0.01245841  0.031437593  0.01814606
## demo$major7 -0.008530001 -0.008530001 -0.02095843  0.028189999 -0.02364032
## demo$major8  0.002931796  0.002931796 -0.01901301  0.020089480 -0.01499345
##                      21           22          23           24           25
## (Intercept)  0.11977006  0.211031415  0.35325470  0.104223455  0.090401346
## demo$major1  0.02222612  0.022080701  0.01288603  0.014179990  0.011526431
## demo$major2  0.02379452  0.018170076  0.02958462  0.022650646  0.024499537
## demo$major3  0.03742502  0.023505214  0.01496727  0.011026357  0.013761532
## demo$major4 -0.03868898  0.001089797  0.02605564 -0.078582429 -0.090401346
## demo$major5 -0.01987776 -0.016233464  0.00968143 -0.020929106 -0.019825004
## demo$major6  0.01928874  0.004215467 -0.01526109  0.026746130  0.028425055
## demo$major7 -0.06002980 -0.044179357 -0.04658804 -0.020825771 -0.008530001
## demo$major8 -0.01731137 -0.026205640 -0.03112955  0.005881611  0.002931796
##                       26            27           28          29           30
## (Intercept)  0.571328546  0.1107300530  0.118258369  0.14209655  0.222664095
## demo$major1  0.006887458  0.0005639035  0.015096294 -0.01451022  0.014140578
## demo$major2  0.029327913 -0.0042866663  0.038054272 -0.04142453  0.015465967
## demo$major3  0.017924280 -0.0012010184  0.026374044 -0.02586827  0.022861545
## demo$major4  0.028671454 -0.0631110054 -0.065626790 -0.03098544 -0.010542883
## demo$major5  0.015568200 -0.0223558684 -0.002225835 -0.01487993 -0.009443558
## demo$major6 -0.032103568  0.0302974050  0.021945526  0.03303438  0.002672643
## demo$major7 -0.026815088  0.0182173154 -0.061068826  0.04905490 -0.021329278
## demo$major8 -0.016624706  0.0123498696 -0.007937021  0.02760788 -0.024880904
##                      31           32          33           34           35
## (Intercept)  0.13335510  0.308656862  0.12518355  0.102241210  0.107012219
## demo$major1 -0.01090328  0.012689471  0.01842210  0.012107831  0.021427924
## demo$major2 -0.02841520  0.028898256  0.01884789  0.016696383  0.031920567
## demo$major3 -0.01901287  0.013848227  0.03201154  0.021666611  0.028691622
## demo$major4 -0.04244601  0.024676471 -0.04410246 -0.076600184 -0.054380640
## demo$major5 -0.01461948  0.007919265 -0.02551590 -0.032920141 -0.006473621
## demo$major6  0.03257642 -0.012184310  0.01600944  0.021768861  0.026449394
## demo$major7  0.03807347 -0.050415104 -0.03687186  0.009727902 -0.077600454
## demo$major8  0.02411576 -0.025708864 -0.01230909 -0.004291329 -0.009368855
##                        36           37          38           39          40
## (Intercept)  0.1101929276  0.100770484  0.14209655  0.308656862  0.13386941
## demo$major1 -0.0001942693  0.006291991 -0.01451022  0.012689471 -0.01017924
## demo$major2 -0.0038875671  0.009377512 -0.04142453  0.028898256 -0.02880287
## demo$major3  0.0058296135  0.012684673 -0.02586827  0.013848227 -0.02573836
## demo$major4 -0.0625738800 -0.076380240 -0.03098544  0.024676471 -0.04296032
## demo$major5 -0.0247047459 -0.022488150 -0.01487993  0.007919265 -0.01236699
## demo$major6  0.0298707242  0.028669894  0.03303438 -0.012184310  0.03298056
## demo$major7  0.0187544408  0.005258622  0.04905490 -0.050415104  0.03755916
## demo$major8  0.0109128991  0.005844975  0.02760788 -0.025708864  0.02548990
##                      41          42          43           44          45
## (Intercept)  0.14209655  0.13386941  0.12557148  0.123040908  0.14209655
## demo$major1 -0.01451022 -0.01017924 -0.00420491 -0.001742422 -0.01451022
## demo$major2 -0.04142453 -0.02880287 -0.01668557 -0.021089872 -0.04142453
## demo$major3 -0.02586827 -0.02573836 -0.01988809 -0.004929284 -0.02586827
## demo$major4 -0.03098544 -0.04296032 -0.05580404 -0.053273467 -0.03098544
## demo$major5 -0.01487993 -0.01236699 -0.01003238 -0.018951531 -0.01487993
## demo$major6  0.03303438  0.03298056  0.03193808  0.030947792  0.03303438
## demo$major7  0.04905490  0.03755916  0.02514772  0.027678291  0.04905490
## demo$major8  0.02760788  0.02548990  0.02099977  0.015797054  0.02760788
##                      46          47           48           49            50
## (Intercept)  0.15304684  0.13528625  0.308656862  0.130461051  0.1101929276
## demo$major1  0.02690446  0.02530207  0.012689471  0.016373293 -0.0001942693
## demo$major2  0.01736333  0.02165421  0.028898256  0.007552448 -0.0038875671
## demo$major3  0.03087132  0.03499465  0.013848227  0.035635736  0.0058296135
## demo$major4 -0.01018970 -0.02417514  0.024676471 -0.025197893 -0.0625738800
## demo$major5 -0.02756648 -0.02100214  0.007919265 -0.022819439 -0.0247047459
## demo$major6  0.01343449  0.01709282 -0.012184310  0.019897289  0.0298707242
## demo$major7 -0.05920520 -0.07462449 -0.050415104 -0.043859744  0.0187544408
## demo$major8 -0.02149268 -0.01456026 -0.025708864 -0.013613684  0.0109128991
##                       51           52          53           54           55
## (Intercept)  0.571328546  0.105524103  0.13528625  0.571328546  0.107012219
## demo$major1  0.006887458  0.012760865  0.02530207  0.006887458  0.021427924
## demo$major2  0.029327913  0.020932287  0.02165421  0.029327913  0.031920567
## demo$major3  0.017924280  0.009725709  0.03499465  0.017924280  0.028691622
## demo$major4  0.028671454 -0.079883078 -0.02417514  0.028671454 -0.054380640
## demo$major5  0.015568200 -0.025748658 -0.02100214  0.015568200 -0.006473621
## demo$major6 -0.032103568  0.025586813  0.01709282 -0.032103568  0.026449394
## demo$major7 -0.026815088  0.006445009 -0.07462449 -0.026815088 -0.077600454
## demo$major8 -0.016624706 -0.002905500 -0.01456026 -0.016624706 -0.009368855
##                      56           57           58            59           60
## (Intercept)  0.14165356  0.109604338  0.101319792  0.1131588963  0.128021794
## demo$major1  0.02249781  0.012262790  0.007068467 -0.0012253967  0.021730393
## demo$major2  0.03330238  0.011790051  0.008972505 -0.0005043295  0.041406465
## demo$major3  0.03815115  0.014997624  0.005490847 -0.0036298617  0.029173291
## demo$major4 -0.03054245 -0.059604338 -0.076929548 -0.0655398487 -0.046940713
## demo$major5 -0.01067907 -0.018478018 -0.020087940 -0.0158998522  0.002801545
## demo$major6  0.01568809  0.030069401  0.029108793  0.0298935475  0.023200504
## demo$major7 -0.08099179 -0.027732993  0.004709314  0.0157884721 -0.098584565
## demo$major8 -0.01820002  0.004195266  0.007315563  0.0139237868 -0.010038566
##                       61           62           63           64          65
## (Intercept)  0.122529200  0.119998631  0.090401346  0.167964806  0.11024163
## demo$major1 -0.006660811 -0.004198322  0.011526431  0.020706345  0.01558785
## demo$major2 -0.013643290 -0.018047595  0.024499537  0.029981377  0.02096915
## demo$major3 -0.016845809 -0.001887007  0.013761532  0.035657793  0.03439079
## demo$major4 -0.052761758 -0.050231189 -0.090401346 -0.025107663 -0.05761005
## demo$major5 -0.015881924 -0.024801071 -0.019825004 -0.004087927 -0.02426524
## demo$major6  0.031437593  0.030447306  0.028425055  0.011645598  0.01814606
## demo$major7  0.028189999  0.030720568 -0.008530001 -0.074123164 -0.02364032
## demo$major8  0.020089480  0.014886762  0.002931796 -0.019576446 -0.01499345
##                       66          67           68           69           70
## (Intercept)  0.182043126  0.13335510  0.155383956  0.122144795  0.102241210
## demo$major1  0.024053564 -0.01090328  0.017228831 -0.003935953  0.012107831
## demo$major2  0.022228896 -0.02841520  0.019077243 -0.019602218  0.016696383
## demo$major3  0.026675179 -0.01901287  0.015225354 -0.003762991  0.021666611
## demo$major4 -0.005572538 -0.04244601 -0.044272845 -0.052377353 -0.076600184
## demo$major5 -0.022946749 -0.01461948 -0.032153570 -0.020947909 -0.032920141
## demo$major6  0.008839728  0.03257642  0.015280904  0.031502857  0.021768861
## demo$major7 -0.052876460  0.03807347 -0.002810427  0.028574405  0.009727902
## demo$major8 -0.024655974  0.02411576 -0.012818727  0.016653202 -0.004291329
##                      71           72           73           74          75
## (Intercept)  0.13125820  0.090401346  0.097970077  0.107012219  0.14209655
## demo$major1 -0.01116454  0.011526431  0.014945162  0.021427924 -0.01451022
## demo$major2 -0.02688379  0.024499537  0.028904024  0.031920567 -0.04142453
## demo$major3 -0.01717476  0.013761532  0.025937744  0.028691622 -0.02586827
## demo$major4 -0.04034911 -0.090401346 -0.072329051 -0.054380640 -0.03098544
## demo$major5 -0.01838976 -0.019825004 -0.011072124 -0.006473621 -0.01487993
## demo$major6  0.03154183  0.028425055  0.025114888  0.026449394  0.03303438
## demo$major7  0.04017037 -0.008530001 -0.041599420 -0.077600454  0.04905490
## demo$major8  0.02238624  0.002931796 -0.007301933 -0.009368855  0.02760788
##                      76           77           78          79           80
## (Intercept)  0.11977006  0.101319792  0.510776826  0.13670546  0.090401346
## demo$major1  0.02222612  0.007068467  0.007014792  0.02374071  0.011526431
## demo$major2  0.02379452  0.008972505  0.029036784  0.01974026  0.024499537
## demo$major3  0.03742502  0.005490847  0.016539515  0.03357544  0.013761532
## demo$major4 -0.03868898 -0.076929548  0.027684712 -0.02559435 -0.090401346
## demo$major5 -0.01987776 -0.020087940  0.013417869 -0.02624389 -0.019825004
## demo$major6  0.01928874  0.029108793 -0.027535638  0.01584103  0.028425055
## demo$major7 -0.06002980  0.004709314 -0.033504099 -0.04479370 -0.008530001
## demo$major8 -0.01731137  0.007315563 -0.011482797 -0.02417499  0.002931796
##                      81          82           83           84           85
## (Intercept)  0.14209655  0.14209655  0.312808191  0.127760171  0.112271960
## demo$major1 -0.01451022 -0.01451022  0.017170328  0.019914927  0.017732314
## demo$major2 -0.04142453 -0.04142453  0.024746927  0.015337556  0.027102084
## demo$major3 -0.02586827 -0.02586827  0.021601659  0.020218324  0.023431881
## demo$major4 -0.03098544 -0.03098544  0.020525142 -0.046679090 -0.059640381
## demo$major5 -0.01487993 -0.01487993  0.003767936 -0.035393045 -0.011945506
## demo$major6  0.03303438  0.03303438 -0.007874903  0.019802325  0.023267272
## demo$major7  0.04905490  0.04905490 -0.054566433 -0.009145453 -0.055082417
## demo$major8  0.02760788  0.02760788 -0.031035389 -0.012655476 -0.004516645
##                       86           87           88            89           90
## (Intercept)  0.103421680  0.308656862  0.406927096  0.1129278422  0.116669664
## demo$major1  0.003715285  0.012689471  0.015071666  0.0008272128  0.014805478
## demo$major2  0.014013474  0.028898256  0.024455282 -0.0058650207  0.014541114
## demo$major3 -0.002960247  0.013848227  0.023375934 -0.0031164812  0.019034176
## demo$major4 -0.079031436  0.024676471  0.021644333 -0.0653087946 -0.064038085
## demo$major5 -0.013177088  0.007919265  0.005789496 -0.0184160915 -0.034396979
## demo$major6  0.029706466 -0.012184310 -0.014572307  0.0313747628  0.019826638
## demo$major7  0.002607426 -0.050415104 -0.047952737  0.0160195262 -0.002290579
## demo$major8  0.011287135 -0.025708864 -0.016633114  0.0141548410 -0.001424381
##                       91           92            93           94           95
## (Intercept)  0.090401346  0.090401346  0.1101929276  0.090401346  0.197960040
## demo$major1  0.011526431  0.011526431 -0.0001942693  0.011526431  0.016568631
## demo$major2  0.024499537  0.024499537 -0.0038875671  0.024499537  0.004387980
## demo$major3  0.013761532  0.013761532  0.0058296135  0.013761532  0.010758265
## demo$major4 -0.090401346 -0.090401346 -0.0625738800 -0.090401346 -0.021489452
## demo$major5 -0.019825004 -0.019825004 -0.0247047459 -0.019825004 -0.025223816
## demo$major6  0.028425055  0.028425055  0.0298707242  0.028425055  0.010106834
## demo$major7 -0.008530001 -0.008530001  0.0187544408 -0.008530001 -0.004210040
## demo$major8  0.002931796  0.002931796  0.0109128991  0.002931796 -0.009206517
##                       96          97           98           99          100
## (Intercept)  0.122003730  0.14209655  0.401987994  0.097970077  0.100387998
## demo$major1 -0.007401523 -0.01451022  0.008512538  0.014945162  0.004768799
## demo$major2 -0.013249972 -0.04142453  0.029394384  0.028904024  0.010553649
## demo$major3 -0.009971133 -0.02586827  0.015328023  0.025937744  0.006717953
## demo$major4 -0.052236288 -0.03098544  0.026583435 -0.072329051 -0.075997754
## demo$major5 -0.018181604 -0.01487993  0.010728597 -0.011072124 -0.022179492
## demo$major6  0.031022483  0.03303438 -0.019027489  0.025114888  0.029680685
## demo$major7  0.028715470  0.04905490 -0.043013635 -0.041599420  0.005641108
## demo$major8  0.018684626  0.02760788 -0.019457988 -0.007301933  0.008203746
##                     101          102          103         104         105
## (Intercept)  0.14209655  0.090401346  0.209522347  0.13670546  0.14209655
## demo$major1 -0.01451022  0.011526431  0.020462448  0.02374071 -0.01451022
## demo$major2 -0.04142453  0.024499537  0.008690132  0.01974026 -0.04142453
## demo$major3 -0.02586827  0.013761532  0.025014281  0.03357544 -0.02586827
## demo$major4 -0.03098544 -0.090401346  0.002598865 -0.02559435 -0.03098544
## demo$major5 -0.01487993 -0.019825004 -0.014724396 -0.02624389 -0.01487993
## demo$major6  0.03303438  0.028425055  0.005282150  0.01584103  0.03303438
## demo$major7  0.04905490 -0.008530001 -0.042670289 -0.04479370  0.04905490
## demo$major8  0.02760788  0.002931796 -0.021564293 -0.02417499  0.02760788
##                      106          107           108          109         110
## (Intercept)  0.168601511  0.101319792  2.121775e-01  0.190723475  0.14228196
## demo$major1  0.017946784  0.007068467  1.936111e-02  0.017427366  0.01982176
## demo$major2  0.010737228  0.008972505  1.702403e-02  0.011624546  0.01465850
## demo$major3  0.025168871  0.005490847  2.276617e-02  0.028198912  0.02799894
## demo$major4 -0.025744368 -0.076929548 -5.624353e-05 -0.014252886 -0.03117085
## demo$major5 -0.026144031 -0.020087940 -1.737950e-02 -0.013820584 -0.03205870
## demo$major6  0.008317309  0.029108793  4.394428e-03  0.008195015  0.01245841
## demo$major7 -0.012198774  0.004709314 -4.532540e-02 -0.028223475 -0.02095843
## demo$major8 -0.020410311  0.007315563 -2.033159e-02 -0.024574091 -0.01901301
##                      111          112          113          114          115
## (Intercept)  0.090401346  0.131395130  0.090401346  0.109604338  0.102241210
## demo$major1  0.011526431 -0.007770145  0.011526431  0.012262790  0.012107831
## demo$major2  0.024499537 -0.033099749  0.024499537  0.011790051  0.016696383
## demo$major3  0.013761532 -0.011100515  0.013761532  0.014997624  0.021666611
## demo$major4 -0.090401346 -0.040486039 -0.090401346 -0.059604338 -0.076600184
## demo$major5 -0.019825004 -0.021102243 -0.019825004 -0.018478018 -0.032920141
## demo$major6  0.028425055  0.032011894  0.028425055  0.030069401  0.021768861
## demo$major7 -0.008530001  0.040033442 -0.008530001 -0.027732993  0.009727902
## demo$major8  0.002931796  0.020399166  0.002931796  0.004195266 -0.004291329
##                      116          117          118         119          120
## (Intercept)  0.190403978  0.102241210  0.131395130  0.11977006  0.111106544
## demo$major1  0.010217703  0.012107831 -0.007770145  0.02222612  0.002051077
## demo$major2  0.009536503  0.016696383 -0.033099749  0.02379452 -0.005420618
## demo$major3  0.015036663  0.021666611 -0.011100515  0.03742502  0.004633671
## demo$major4 -0.023737312 -0.076600184 -0.040486039 -0.03868898 -0.063487496
## demo$major5 -0.008817783 -0.032920141 -0.021102243 -0.01987776 -0.022661887
## demo$major6  0.020112284  0.021768861  0.032011894  0.01928874  0.029307331
## demo$major7 -0.037830449  0.009727902  0.040033442 -0.06002980  0.017840825
## demo$major8 -0.006046751 -0.004291329  0.020399166 -0.01731137  0.010041012
##                      121          122         123          124          125
## (Intercept)  0.090401346  0.125046007  0.13386941  0.133939239  0.114778173
## demo$major1  0.011526431 -0.004945623 -0.01017924 -0.007218010  0.019181969
## demo$major2  0.024499537 -0.016292250 -0.02880287 -0.021284672  0.023713355
## demo$major3  0.013761532 -0.013013410 -0.02573836 -0.003177469  0.011997096
## demo$major4 -0.090401346 -0.055278565 -0.04296032 -0.038701143 -0.062146594
## demo$major5 -0.019825004 -0.012332065 -0.01236699 -0.030330988 -0.021557871
## demo$major6  0.028425055  0.031522969  0.03298056  0.024997938  0.026941360
## demo$major7 -0.008530001  0.025673192  0.03755916  0.046323919 -0.028176866
## demo$major8  0.002931796  0.019594918  0.02548990  0.012369034 -0.004846416
##                      126          127         128          129         130
## (Intercept)  0.118258369  0.244771271  0.15304684  0.131395130  0.14209655
## demo$major1  0.015096294  0.024951736  0.02690446 -0.007770145 -0.01451022
## demo$major2  0.038054272  0.033591872  0.01736333 -0.033099749 -0.04142453
## demo$major3  0.026374044  0.028500857  0.03087132 -0.011100515 -0.02586827
## demo$major4 -0.065626790  0.005228729 -0.01018970 -0.040486039 -0.03098544
## demo$major5 -0.002225835 -0.011984249 -0.02756648 -0.021102243 -0.01487993
## demo$major6  0.021945526  0.002335570  0.01343449  0.032011894  0.03303438
## demo$major7 -0.061068826 -0.073342699 -0.05920520  0.040033442  0.04905490
## demo$major8 -0.007937021 -0.030725481 -0.02149268  0.020399166  0.02760788
##                      131          132          133          134          135
## (Intercept)  0.102241210  0.146188379  0.308656862  0.131886886  0.122899843
## demo$major1  0.012107831  0.008022752  0.012689471 -0.003941536 -0.005207992
## demo$major2  0.016696383 -0.012968125  0.028898256 -0.026200960 -0.014737627
## demo$major3  0.021666611  0.021287143  0.013848227  0.005086064 -0.011137425
## demo$major4 -0.076600184 -0.017983251  0.024676471 -0.036648791 -0.053132402
## demo$major5 -0.032920141 -0.028394070  0.007919265 -0.037093023 -0.016185227
## demo$major6  0.021768861  0.017814309 -0.012184310  0.024411721  0.030467418
## demo$major7  0.009727902 -0.007192240 -0.050415104  0.048376272  0.027819356
## demo$major8 -0.004291329 -0.003871358 -0.025708864  0.008486259  0.017828478
##                     136         137          138          139         140
## (Intercept)  0.14209655  0.14209655  0.090401346  0.126560916  0.13125820
## demo$major1 -0.01451022 -0.01451022  0.011526431  0.016911206 -0.01116454
## demo$major2 -0.04142453 -0.04142453  0.024499537  0.017003664 -0.02688379
## demo$major3 -0.02586827 -0.02586827  0.013761532  0.030634170 -0.01717476
## demo$major4 -0.03098544 -0.03098544 -0.090401346 -0.045479835 -0.04034911
## demo$major5 -0.01487993 -0.01487993 -0.019825004 -0.030608921 -0.01838976
## demo$major6  0.03303438  0.03303438  0.028425055  0.014790036  0.03154183
## demo$major7  0.04905490  0.04905490 -0.008530001 -0.007946197  0.04017037
## demo$major8  0.02760788  0.02760788  0.002931796 -0.021631088  0.02238624
##                     141         142          143         144          145
## (Intercept)  0.13670546  0.15192564  0.125046007  0.16307010  0.208497117
## demo$major1  0.02374071  0.01561717 -0.004945623  0.01943809  0.024258453
## demo$major2  0.01974026  0.02352504 -0.016292250  0.01574343  0.031693384
## demo$major3  0.03357544  0.02820747 -0.013013410  0.03105215  0.026039511
## demo$major4 -0.02559435 -0.04081453 -0.055278565 -0.02021295  0.003624095
## demo$major5 -0.02624389 -0.02118946 -0.012332065 -0.02035937 -0.013699166
## demo$major6  0.01584103  0.01183947  0.031522969  0.01249798  0.003825932
## demo$major7 -0.04479370 -0.03060212  0.025673192 -0.03697039 -0.076127818
## demo$major8 -0.02417499 -0.01509858  0.019594918 -0.02306226 -0.022682086
##                       146          147          148          149          150
## (Intercept)  0.1132071289  0.090401346  0.308656862  0.453918562  0.214575935
## demo$major1  0.0075577733  0.011526431  0.012689471  0.006139235  0.011864025
## demo$major2  0.0010122644  0.024499537  0.028898256  0.029642232  0.026810705
## demo$major3  0.0129954733  0.013761532  0.013848227  0.016271494 -0.005101772
## demo$major4 -0.0632071289 -0.090401346  0.024676471  0.027562920 -0.038105347
## demo$major5 -0.0328708181 -0.019825004  0.007919265  0.012396651 -0.007947611
## demo$major6  0.0226759142  0.028425055 -0.012184310 -0.023893607  0.013067372
## demo$major7  0.0227577834 -0.008530001 -0.050415104 -0.038266388 -0.020825935
## demo$major8  0.0003924446  0.002931796 -0.025708864 -0.015427489 -0.002235994
##                      151         152          153         154          155
## (Intercept)  0.116408868  0.14209655  0.120800404  0.14165356  0.123006416
## demo$major1  0.008184919 -0.01451022  0.010039942  0.02249781  0.002437173
## demo$major2  0.005136533 -0.04142453  0.005199419  0.03330238 -0.013507770
## demo$major3  0.001390373 -0.02586827  0.032704592  0.03815115  0.011929854
## demo$major4 -0.066408868 -0.03098544 -0.043877327 -0.03054245 -0.049835684
## demo$major5 -0.025884908 -0.01487993 -0.026983544 -0.01067907 -0.035196671
## demo$major6  0.026385703  0.03303438  0.018743214  0.01568809  0.023069602
## demo$major7  0.019556045  0.04905490 -0.008831292 -0.08099179  0.035690743
## demo$major8  0.001736597  0.02760788 -0.011444500 -0.01820002  0.003363278
##                     156         157         158          159         160
## (Intercept)  0.14209655  0.14209655  0.14209655  0.102241210  0.12322820
## demo$major1 -0.01451022 -0.01451022 -0.01451022  0.012107831  0.02293702
## demo$major2 -0.04142453 -0.04142453 -0.04142453  0.016696383  0.02827289
## demo$major3 -0.02586827 -0.02586827 -0.02586827  0.021666611  0.02475029
## demo$major4 -0.03098544 -0.03098544 -0.03098544 -0.076600184 -0.04214712
## demo$major5 -0.01487993 -0.01487993 -0.01487993 -0.032920141 -0.01230377
## demo$major6  0.03303438  0.03303438  0.03303438  0.021768861  0.02334307
## demo$major7  0.04905490  0.04905490  0.04905490  0.009727902 -0.06348794
## demo$major8  0.02760788  0.02760788  0.02760788 -0.004291329 -0.01583392
##                      161          162          163         164         165
## (Intercept)  0.097970077  0.090401346  0.123040908  0.12518355  0.14209655
## demo$major1  0.014945162  0.011526431 -0.001742422  0.01842210 -0.01451022
## demo$major2  0.028904024  0.024499537 -0.021089872  0.01884789 -0.04142453
## demo$major3  0.025937744  0.013761532 -0.004929284  0.03201154 -0.02586827
## demo$major4 -0.072329051 -0.090401346 -0.053273467 -0.04410246 -0.03098544
## demo$major5 -0.011072124 -0.019825004 -0.018951531 -0.02551590 -0.01487993
## demo$major6  0.025114888  0.028425055  0.030947792  0.01600944  0.03303438
## demo$major7 -0.041599420 -0.008530001  0.027678291 -0.03687186  0.04905490
## demo$major8 -0.007301933  0.002931796  0.015797054 -0.01230909  0.02760788
##                      166           167          168          169          170
## (Intercept)  0.111106544  0.1107300530  0.100387998  0.131395130  0.100770484
## demo$major1  0.002051077  0.0005639035  0.004768799 -0.007770145  0.006291991
## demo$major2 -0.005420618 -0.0042866663  0.010553649 -0.033099749  0.009377512
## demo$major3  0.004633671 -0.0012010184  0.006717953 -0.011100515  0.012684673
## demo$major4 -0.063487496 -0.0631110054 -0.075997754 -0.040486039 -0.076380240
## demo$major5 -0.022661887 -0.0223558684 -0.022179492 -0.021102243 -0.022488150
## demo$major6  0.029307331  0.0302974050  0.029680685  0.032011894  0.028669894
## demo$major7  0.017840825  0.0182173154  0.005641108  0.040033442  0.005258622
## demo$major8  0.010041012  0.0123498696  0.008203746  0.020399166  0.005844975
##                     171          172           173          174          175
## (Intercept)  0.12518355  0.205842008  0.1770295094  0.097970077  0.308656862
## demo$major1  0.01842210  0.025359794  0.0272195360  0.014945162  0.012689471
## demo$major2  0.01884789  0.023359482  0.0272425133  0.028904024  0.028898256
## demo$major3  0.03201154  0.028287620  0.0313108668  0.025937744  0.013848227
## demo$major4 -0.04410246  0.006279204 -0.0005589211 -0.072329051  0.024676471
## demo$major5 -0.02551590 -0.011044058 -0.0179331319 -0.011072124  0.007919265
## demo$major6  0.01600944  0.004713655  0.0093268911  0.025114888 -0.012184310
## demo$major7 -0.03687186 -0.073472709 -0.0811961760 -0.041599420 -0.050415104
## demo$major8 -0.01230909 -0.023914785 -0.0224474065 -0.007301933 -0.025708864
##                      176          177          178          179          180
## (Intercept)  0.178624766  0.308656862  0.308656862  0.143513833  0.090401346
## demo$major1  0.010480410  0.012689471  0.012689471  0.022921740  0.011526431
## demo$major2  0.009117335  0.028898256  0.028898256  0.012931884  0.024499537
## demo$major3  0.025349698  0.013848227  0.013848227  0.017243261  0.013761532
## demo$major4 -0.035767623  0.024676471  0.024676471 -0.032402721 -0.090401346
## demo$major5 -0.018936918  0.007919265  0.007919265 -0.036973832 -0.019825004
## demo$major6  0.007380794 -0.012184310 -0.012184310  0.017629796  0.028425055
## demo$major7  0.010036036 -0.050415104 -0.050415104 -0.022190303 -0.008530001
## demo$major8 -0.021979898 -0.025708864 -0.025708864 -0.009762768  0.002931796
##                     181          182         183          184         185
## (Intercept)  0.13125820  0.104223455  0.13335510  0.203400649  0.13386941
## demo$major1 -0.01116454  0.014179990 -0.01090328  0.013495814 -0.01017924
## demo$major2 -0.02688379  0.022650646 -0.02841520  0.029886564 -0.02880287
## demo$major3 -0.01717476  0.011026357 -0.01901287  0.025725819 -0.02573836
## demo$major4 -0.04034911 -0.078582429 -0.04244601 -0.026930061 -0.04296032
## demo$major5 -0.01838976 -0.020929106 -0.01461948 -0.004904900 -0.01236699
## demo$major6  0.03154183  0.026746130  0.03257642  0.003380779  0.03298056
## demo$major7  0.04017037 -0.020825771  0.03807347 -0.042983983  0.03755916
## demo$major8  0.02238624  0.005881611  0.02411576 -0.017166326  0.02548990
##                     186           187          188         189         190
## (Intercept)  0.13528625  0.1158938110  0.277848970  0.13335510  0.14209655
## demo$major1  0.02530207 -0.0002039146  0.019721316 -0.01090328 -0.01451022
## demo$major2  0.02165421 -0.0024817831  0.029260540 -0.02841520 -0.04142453
## demo$major3  0.03499465 -0.0125759565  0.025303689 -0.01901287 -0.02586827
## demo$major4 -0.02417514 -0.0682747633  0.012473611 -0.04244601 -0.03098544
## demo$major5 -0.02100214 -0.0096111978 -0.004556253 -0.01461948 -0.01487993
## demo$major6  0.01709282  0.0313975861 -0.002148759  0.03257642  0.03303438
## demo$major7 -0.07462449  0.0130535575 -0.064566722  0.03807347  0.04905490
## demo$major8 -0.01456026  0.0171657288 -0.029381971  0.02411576  0.02760788
##                      191          192         193         194          195
## (Intercept)  0.128021794  0.090401346  0.14209655  0.13125820  0.090401346
## demo$major1  0.021730393  0.011526431 -0.01451022 -0.01116454  0.011526431
## demo$major2  0.041406465  0.024499537 -0.04142453 -0.02688379  0.024499537
## demo$major3  0.029173291  0.013761532 -0.02586827 -0.01717476  0.013761532
## demo$major4 -0.046940713 -0.090401346 -0.03098544 -0.04034911 -0.090401346
## demo$major5  0.002801545 -0.019825004 -0.01487993 -0.01838976 -0.019825004
## demo$major6  0.023200504  0.028425055  0.03303438  0.03154183  0.028425055
## demo$major7 -0.098584565 -0.008530001  0.04905490  0.04017037 -0.008530001
## demo$major8 -0.010038566  0.002931796  0.02760788  0.02238624  0.002931796
##                       196          197           198          199         200
## (Intercept)  0.1101929276  0.119998631  0.2394063692  0.099108951  0.14209655
## demo$major1 -0.0001942693 -0.004198322  0.0192402742  0.017773181 -0.01451022
## demo$major2 -0.0038875671 -0.018047595  0.0275282016  0.027347439 -0.04142453
## demo$major3  0.0058296135 -0.001887007  0.0228767478  0.016140861 -0.02586827
## demo$major4 -0.0625738800 -0.050231189  0.0105936308 -0.073467926 -0.03098544
## demo$major5 -0.0247047459 -0.024801071 -0.0066193476 -0.015613951 -0.01487993
## demo$major6  0.0298707242  0.030447306 -0.0004419689  0.029836678  0.03303438
## demo$major7  0.0187544408  0.030720568 -0.0679777977 -0.042738295  0.04905490
## demo$major8  0.0109128991  0.014886762 -0.0211181555  0.001170702  0.02760788
##                      201         202           203          204         205
## (Intercept)  0.090401346  0.14209655  0.1101929276  0.122144795  0.15304684
## demo$major1  0.011526431 -0.01451022 -0.0001942693 -0.003935953  0.02690446
## demo$major2  0.024499537 -0.04142453 -0.0038875671 -0.019602218  0.01736333
## demo$major3  0.013761532 -0.02586827  0.0058296135 -0.003762991  0.03087132
## demo$major4 -0.090401346 -0.03098544 -0.0625738800 -0.052377353 -0.01018970
## demo$major5 -0.019825004 -0.01487993 -0.0247047459 -0.020947909 -0.02756648
## demo$major6  0.028425055  0.03303438  0.0298707242  0.031502857  0.01343449
## demo$major7 -0.008530001  0.04905490  0.0187544408  0.028574405 -0.05920520
## demo$major8  0.002931796  0.02760788  0.0109128991  0.016653202 -0.02149268
##                      206          207         208          209          210
## (Intercept)  0.571328546  0.107012219  0.14318159  0.100387998  0.097970077
## demo$major1  0.006887458  0.021427924 -0.01104702  0.004768799  0.014945162
## demo$major2  0.029327913  0.031920567 -0.03501937  0.010553649  0.028904024
## demo$major3  0.017924280  0.028691622 -0.01070344  0.006717953  0.025937744
## demo$major4  0.028671454 -0.054380640 -0.02690252 -0.075997754 -0.072329051
## demo$major5  0.015568200 -0.006473621 -0.03026542 -0.022179492 -0.011072124
## demo$major6 -0.032103568  0.026449394  0.02569778  0.029680685  0.025114888
## demo$major7 -0.026815088 -0.077600454  0.05756888  0.005641108 -0.041599420
## demo$major8 -0.016624706 -0.009368855  0.01631062  0.008203746 -0.007301933
##                      211          212          213         214         215
## (Intercept)  0.090401346  0.105524103  0.111106544  0.14209655  0.11024163
## demo$major1  0.011526431  0.012760865  0.002051077 -0.01451022  0.01558785
## demo$major2  0.024499537  0.020932287 -0.005420618 -0.04142453  0.02096915
## demo$major3  0.013761532  0.009725709  0.004633671 -0.02586827  0.03439079
## demo$major4 -0.090401346 -0.079883078 -0.063487496 -0.03098544 -0.05761005
## demo$major5 -0.019825004 -0.025748658 -0.022661887 -0.01487993 -0.02426524
## demo$major6  0.028425055  0.025586813  0.029307331  0.03303438  0.01814606
## demo$major7 -0.008530001  0.006445009  0.017840825  0.04905490 -0.02364032
## demo$major8  0.002931796 -0.002905500  0.010041012  0.02760788 -0.01499345
##                      216          217          218          219          220
## (Intercept)  0.510861009  0.104223455  0.090401346  0.124725817  0.119998631
## demo$major1  0.009097457  0.014179990  0.011526431 -0.002439202 -0.004198322
## demo$major2  0.028952601  0.022650646  0.024499537 -0.007290664 -0.018047595
## demo$major3  0.016455332  0.011026357  0.013761532 -0.002487960 -0.001887007
## demo$major4  0.027600530 -0.078582429 -0.090401346 -0.051555086 -0.050231189
## demo$major5  0.013333686 -0.020929106 -0.019825004 -0.027977160 -0.024801071
## demo$major6 -0.027394276  0.026746130  0.028425055  0.024678065  0.030447306
## demo$major7 -0.033588282 -0.020825771 -0.008530001  0.033971341  0.030720568
## demo$major8 -0.021832681  0.005881611  0.002931796  0.009693621  0.014886762
##                     221         222         223         224         225
## (Intercept)  0.14228196  0.14209655  0.14209655  0.45299904  0.23916479
## demo$major1  0.01982176 -0.01451022 -0.01451022  0.00907083  0.02214904
## demo$major2  0.01465850 -0.04142453 -0.04142453  0.03056176  0.02776978
## demo$major3  0.02799894 -0.02586827 -0.02586827  0.01719102  0.02267877
## demo$major4 -0.03117085 -0.03098544 -0.03098544  0.02848244  0.01083521
## demo$major5 -0.03205870 -0.01487993 -0.01487993  0.01331617 -0.00637777
## demo$major6  0.01245841  0.03303438  0.03303438 -0.02357012 -0.00120991
## demo$major7 -0.02095843  0.04905490  0.04905490 -0.03734686 -0.06773622
## demo$major8 -0.01901301  0.02760788  0.02760788 -0.02419972 -0.02409719
##                      226          227           228          229          230
## (Intercept)  0.102241210  0.122144795  0.1127824056  0.122144795  0.119998631
## demo$major1  0.012107831 -0.003935953 -0.0027125703 -0.003935953 -0.004198322
## demo$major2  0.016696383 -0.019602218  0.0006296222 -0.019602218 -0.018047595
## demo$major3  0.021666611 -0.003762991 -0.0094645512 -0.003762991 -0.001887007
## demo$major4 -0.076600184 -0.052377353 -0.0651633580 -0.052377353 -0.050231189
## demo$major5 -0.032920141 -0.020947909 -0.0155938337 -0.020947909 -0.024801071
## demo$major6  0.021768861  0.031502857  0.0308836220  0.031502857  0.030447306
## demo$major7  0.009727902  0.028574405  0.0161649628  0.028574405  0.030720568
## demo$major8 -0.004291329  0.016653202  0.0162326447  0.016653202  0.014886762
##                      231          232          233          234          235
## (Intercept)  0.271999959  0.122529200  0.175178124  0.112475249  0.308656862
## demo$major1  0.016784392 -0.006660811  0.015050040  0.013323040  0.012689471
## demo$major2  0.023204789 -0.013643290  0.022768059  0.009751641  0.028898256
## demo$major3  0.019247938 -0.016845809  0.028444475  0.005633206  0.013848227
## demo$major4  0.018322621 -0.052761758 -0.032320981 -0.062475249  0.024676471
## demo$major5  0.001292758 -0.015881924 -0.015490276 -0.011898947  0.007919265
## demo$major6 -0.005879371  0.031437593  0.006867023  0.031644968 -0.012184310
## demo$major7 -0.058717712  0.028189999 -0.018775387 -0.030603904 -0.050415104
## demo$major8 -0.022421595  0.020089480 -0.024170719  0.007588382 -0.025708864
##                      236          237          238         239         240
## (Intercept)  0.090401346  0.090401346  0.121850831  0.11024163  0.13135451
## demo$major1  0.011526431  0.011526431  0.024447922  0.01558785  0.01570458
## demo$major2  0.024499537  0.024499537  0.030117111  0.02096915  0.03013724
## demo$major3  0.013761532  0.013761532  0.026127665  0.03439079  0.03505717
## demo$major4 -0.090401346 -0.090401346 -0.040769750 -0.05761005 -0.05027343
## demo$major5 -0.019825004 -0.019825004 -0.007210753 -0.02426524 -0.01550360
## demo$major6  0.028425055  0.028425055  0.024562469  0.01814606  0.01464747
## demo$major7 -0.008530001 -0.008530001 -0.092413601 -0.02364032 -0.04304282
## demo$major8  0.002931796  0.002931796 -0.006511922 -0.01499345 -0.01583573
##                      241         242           243         244          245
## (Intercept)  0.090401346  0.13439051  0.1158938110  0.14209655  0.308656862
## demo$major1  0.011526431  0.01377772 -0.0002039146 -0.01451022  0.012689471
## demo$major2  0.024499537  0.01757743 -0.0024817831 -0.04142453  0.028898256
## demo$major3  0.013761532  0.03202116 -0.0125759565 -0.02586827  0.013848227
## demo$major4 -0.090401346 -0.05330943 -0.0682747633 -0.03098544  0.024676471
## demo$major5 -0.019825004 -0.01853961 -0.0096111978 -0.01487993  0.007919265
## demo$major6  0.028425055  0.01447198  0.0313975861  0.03303438 -0.012184310
## demo$major7 -0.008530001 -0.01577579  0.0130535575  0.04905490 -0.050415104
## demo$major8  0.002931796 -0.01629659  0.0171657288  0.02760788 -0.025708864
##                      246          247          248          249         250
## (Intercept)  0.180363603  0.097970077  0.119998631  0.090401346  0.14209655
## demo$major1  0.025150742  0.014945162 -0.004198322  0.011526431 -0.01451022
## demo$major2  0.013326409  0.028904024 -0.018047595  0.024499537 -0.04142453
## demo$major3  0.027976773  0.025937744 -0.001887007  0.013761532 -0.02586827
## demo$major4 -0.003893015 -0.072329051 -0.050231189 -0.090401346 -0.03098544
## demo$major5 -0.021267226 -0.011072124 -0.024801071 -0.019825004 -0.01487993
## demo$major6  0.009154052  0.025114888  0.030447306  0.028425055  0.03303438
## demo$major7 -0.051196937 -0.041599420  0.030720568 -0.008530001  0.04905490
## demo$major8 -0.022952532 -0.007301933  0.014886762  0.002931796  0.02760788
##                      251          252          253          254          255
## (Intercept)  0.097970077  0.124723180  0.161812836  0.100387998  0.102241210
## demo$major1  0.014945162  0.010165908  0.026401504  0.004768799  0.012107831
## demo$major2  0.028904024  0.008535931  0.036133347  0.010553649  0.016696383
## demo$major3  0.025937744  0.006510648  0.022105329  0.006717953  0.021666611
## demo$major4 -0.072329051 -0.047800103 -0.018955693 -0.075997754 -0.076600184
## demo$major5 -0.011072124 -0.021786568 -0.003488704 -0.022179492 -0.032920141
## demo$major6  0.025114888  0.024552427  0.017591971  0.029680685  0.021768861
## demo$major7 -0.041599420 -0.012754068 -0.100229258  0.005641108  0.009727902
## demo$major8 -0.007301933  0.002732846 -0.013744500  0.008203746 -0.004291329
##                      256          257          258          259           260
## (Intercept)  0.127760171  0.100770484  0.101319792  0.113304333  0.1158938110
## demo$major1  0.019914927  0.006291991  0.007068467  0.002314386 -0.0002039146
## demo$major2  0.015337556  0.009377512  0.008972505 -0.006998972 -0.0024817831
## demo$major3  0.020218324  0.012684673  0.005490847  0.002718208 -0.0125759565
## demo$major4 -0.046679090 -0.076380240 -0.076929548 -0.065685285 -0.0682747633
## demo$major5 -0.035393045 -0.022488150 -0.020087940 -0.018722110 -0.0096111978
## demo$major6  0.019802325  0.028669894  0.029108793  0.030384688  0.0313975861
## demo$major7 -0.009145453  0.005258622  0.004709314  0.015643036  0.0130535575
## demo$major8 -0.012655476  0.005844975  0.007315563  0.011845983  0.0171657288
##                      261         262         263          264          265
## (Intercept)  0.090401346  0.13670546  0.11977006  0.571328546  0.571328546
## demo$major1  0.011526431  0.02374071  0.02222612  0.006887458  0.006887458
## demo$major2  0.024499537  0.01974026  0.02379452  0.029327913  0.029327913
## demo$major3  0.013761532  0.03357544  0.03742502  0.017924280  0.017924280
## demo$major4 -0.090401346 -0.02559435 -0.03868898  0.028671454  0.028671454
## demo$major5 -0.019825004 -0.02624389 -0.01987776  0.015568200  0.015568200
## demo$major6  0.028425055  0.01584103  0.01928874 -0.032103568 -0.032103568
## demo$major7 -0.008530001 -0.04479370 -0.06002980 -0.026815088 -0.026815088
## demo$major8  0.002931796 -0.02417499 -0.01731137 -0.016624706 -0.016624706
##                     266         267          268          269          270
## (Intercept)  0.14209655  0.15304684  0.122003730  0.173714472  0.090401346
## demo$major1 -0.01451022  0.02690446 -0.007401523  0.016665334  0.011526431
## demo$major2 -0.04142453  0.01736333 -0.013249972  0.024756921  0.024499537
## demo$major3 -0.02586827  0.03087132 -0.009971133  0.029908127  0.013761532
## demo$major4 -0.03098544 -0.01018970 -0.052236288 -0.030857329 -0.090401346
## demo$major5 -0.01487993 -0.02756648 -0.018181604 -0.010090837 -0.019825004
## demo$major6  0.03303438  0.01343449  0.031022483  0.008152929  0.028425055
## demo$major7  0.04905490 -0.05920520  0.028715470 -0.049569799 -0.008530001
## demo$major8  0.02760788 -0.02149268  0.018684626 -0.014244195  0.002931796
##                      271          272           273          274         275
## (Intercept)  0.090401346  0.090401346  0.1388126105  0.122153934  0.13135451
## demo$major1  0.011526431  0.011526431  0.0017374610  0.004429279  0.01570458
## demo$major2  0.024499537  0.024499537  0.0030990845  0.001630426  0.03013724
## demo$major3  0.013761532  0.013761532 -0.0003395785 -0.001730135  0.03505717
## demo$major4 -0.090401346 -0.090401346 -0.0618895336 -0.048983202 -0.05027343
## demo$major5 -0.019825004 -0.019825004 -0.0229700138 -0.011874933 -0.01550360
## demo$major6  0.028425055  0.028425055  0.0243923170  0.031302022  0.01464747
## demo$major7 -0.008530001 -0.008530001  0.0287549571 -0.016124828 -0.04304282
## demo$major8  0.002931796  0.002931796  0.0041991830  0.012498501 -0.01583573
##                      276          277           278          279          280
## (Intercept)  0.116408868  0.090401346  0.1136960218  0.100387998  0.308656862
## demo$major1  0.008184919  0.011526431 -0.0004672239  0.004768799  0.012689471
## demo$major2  0.005136533  0.024499537 -0.0009034287  0.010553649  0.028898256
## demo$major3  0.001390373  0.013761532 -0.0106604937  0.006717953  0.013848227
## demo$major4 -0.066408868 -0.090401346 -0.0660769742 -0.075997754  0.024676471
## demo$major5 -0.025884908 -0.019825004 -0.0135509748 -0.022179492  0.007919265
## demo$major6  0.026385703  0.028425055  0.0303202283  0.029680685 -0.012184310
## demo$major7  0.019556045 -0.008530001  0.0152513466  0.005641108 -0.050415104
## demo$major8  0.001736597  0.002931796  0.0153607574  0.008203746 -0.025708864
##                      281          282         283           284         285
## (Intercept)  0.090401346  0.119998631  0.15304684  0.1220746216  0.14209655
## demo$major1  0.011526431 -0.004198322  0.02690446  0.0001375039 -0.01451022
## demo$major2  0.024499537 -0.018047595  0.01736333 -0.0119266251 -0.04142453
## demo$major3  0.013761532 -0.001887007  0.03087132  0.0131569607 -0.02586827
## demo$major4 -0.090401346 -0.050231189 -0.01018970 -0.0489038899 -0.03098544
## demo$major5 -0.019825004 -0.024801071 -0.02756648 -0.0372882226 -0.01487993
## demo$major6  0.028425055  0.030447306  0.01343449  0.0236414939  0.03303438
## demo$major7 -0.008530001  0.030720568 -0.05920520  0.0366225371  0.04905490
## demo$major8  0.002931796  0.014886762 -0.02149268  0.0042514613  0.02760788
##                     286          287          288         289          290
## (Intercept)  0.15192564  0.121850831  0.101319792  0.12864168  0.160426675
## demo$major1  0.01561717  0.024447922  0.007068467  0.01913301  0.015117610
## demo$major2  0.02352504  0.030117111  0.008972505  0.02332626  0.041697501
## demo$major3  0.02820747  0.026127665  0.005490847  0.01933681  0.019706444
## demo$major4 -0.04081453 -0.040769750 -0.076929548 -0.04756060 -0.049315564
## demo$major5 -0.02118946 -0.007210753 -0.020087940 -0.01794191  0.002168121
## demo$major6  0.01183947  0.024562469  0.029108793  0.02006377  0.015870363
## demo$major7 -0.03060212 -0.092413601  0.004709314 -0.04033000 -0.070353146
## demo$major8 -0.01509858 -0.006511922  0.007315563 -0.01083164 -0.007595641
##                     291           292         293          294          295
## (Intercept)  0.14209655  0.1101929276  0.14209655  0.107012219  0.090401346
## demo$major1 -0.01451022 -0.0001942693 -0.01451022  0.021427924  0.011526431
## demo$major2 -0.04142453 -0.0038875671 -0.04142453  0.031920567  0.024499537
## demo$major3 -0.02586827  0.0058296135 -0.02586827  0.028691622  0.013761532
## demo$major4 -0.03098544 -0.0625738800 -0.03098544 -0.054380640 -0.090401346
## demo$major5 -0.01487993 -0.0247047459 -0.01487993 -0.006473621 -0.019825004
## demo$major6  0.03303438  0.0298707242  0.03303438  0.026449394  0.028425055
## demo$major7  0.04905490  0.0187544408  0.04905490 -0.077600454 -0.008530001
## demo$major8  0.02760788  0.0109128991  0.02760788 -0.009368855  0.002931796
##                      296         297          298          299         300
## (Intercept)  0.148833831  0.13386941  0.401397641  0.143787282  0.14209655
## demo$major1 -0.009484484 -0.01017924  0.009102891  0.024802516 -0.01451022
## demo$major2 -0.033145200 -0.02880287  0.029984737  0.039826669 -0.04142453
## demo$major3 -0.030156716 -0.02573836  0.015918376  0.026493621 -0.02586827
## demo$major4 -0.032554762 -0.04296032  0.027173788 -0.032676171 -0.03098544
## demo$major5 -0.017629761 -0.01236699  0.011318950  0.002355436 -0.01487993
## demo$major6  0.030587582  0.03298056 -0.019844063  0.021123711  0.03303438
## demo$major7  0.051916638  0.03755916 -0.042423282 -0.114375517  0.04905490
## demo$major8  0.020714839  0.02548990 -0.018867635 -0.007057321  0.02760788
##                     301          302          303          304          305
## (Intercept)  0.14209655  0.154123574  0.105524103  0.131886886  0.130348558
## demo$major1 -0.01451022  0.014900504  0.012760865 -0.003941536  0.003189822
## demo$major2 -0.04142453  0.019638160  0.020932287 -0.026200960 -0.008558168
## demo$major3 -0.02586827  0.016485735  0.009725709  0.005086064  0.025005705
## demo$major4 -0.03098544 -0.043012463 -0.079883078 -0.036648791 -0.030348558
## demo$major5 -0.01487993 -0.012041703 -0.025748658 -0.037093023 -0.029236868
## demo$major6  0.03303438  0.016979154  0.025586813  0.024411721  0.020311992
## demo$major7  0.04905490 -0.032800045  0.006445009  0.048376272  0.005616355
## demo$major8  0.02760788 -0.009391128 -0.002905500  0.008486259 -0.005680778
##                       306          307          308          309           310
## (Intercept)  0.1101929276  0.111106544  0.353215944  0.194777292  0.2738831638
## demo$major1 -0.0001942693  0.002051077  0.011164222  0.016887110  0.0154762408
## demo$major2 -0.0038875671 -0.005420618  0.029623381  0.029293331  0.0332263466
## demo$major3  0.0058296135  0.004633671  0.015006030  0.024145094  0.0178409237
## demo$major4 -0.0625738800 -0.063487496  0.026094401 -0.018306704  0.0164394168
## demo$major5 -0.0247047459 -0.022661887  0.009720191 -0.018144033 -0.0005904465
## demo$major6  0.0298707242  0.029307331 -0.015379365  0.003730657 -0.0062360804
## demo$major7  0.0187544408  0.017840825 -0.046549277 -0.034360626 -0.0606009161
## demo$major8  0.0109128991  0.010041012 -0.022373347 -0.023031146 -0.0243384600
##                      311         312
## (Intercept)  0.114778173  0.11024163
## demo$major1  0.019181969  0.01558785
## demo$major2  0.023713355  0.02096915
## demo$major3  0.011997096  0.03439079
## demo$major4 -0.062146594 -0.05761005
## demo$major5 -0.021557871 -0.02426524
## demo$major6  0.026941360  0.01814606
## demo$major7 -0.028176866 -0.02364032
## demo$major8 -0.004846416 -0.01499345
## 
## $f.perms
##              [,1]
##    [1,] 0.4919012
##    [2,] 0.8825268
##    [3,] 1.8634868
##    [4,] 1.8466305
##    [5,] 0.7364049
##    [6,] 0.9425374
##    [7,] 0.4979132
##    [8,] 1.5971971
##    [9,] 1.0295093
##   [10,] 0.7505604
##   [11,] 0.6817733
##   [12,] 1.0251752
##   [13,] 1.4644297
##   [14,] 0.6009489
##   [15,] 0.5373722
##   [16,] 1.2287790
##   [17,] 0.8766478
##   [18,] 1.0573459
##   [19,] 0.7195296
##   [20,] 0.5005509
##   [21,] 0.8009167
##   [22,] 0.7968596
##   [23,] 1.0384139
##   [24,] 1.1501001
##   [25,] 0.3964042
##   [26,] 0.4209772
##   [27,] 0.8623082
##   [28,] 0.9176762
##   [29,] 0.7767485
##   [30,] 0.9835525
##   [31,] 0.3612500
##   [32,] 1.3282111
##   [33,] 1.1319180
##   [34,] 1.3170110
##   [35,] 0.9562040
##   [36,] 0.5112706
##   [37,] 0.6050563
##   [38,] 2.3666939
##   [39,] 1.7354153
##   [40,] 1.1179528
##   [41,] 0.4932754
##   [42,] 0.8311786
##   [43,] 1.1552558
##   [44,] 0.7467305
##   [45,] 0.9706678
##   [46,] 0.3754159
##   [47,] 3.5828278
##   [48,] 1.0725449
##   [49,] 2.5394470
##   [50,] 1.0468084
##   [51,] 1.1571661
##   [52,] 1.1798609
##   [53,] 1.8452719
##   [54,] 0.4767567
##   [55,] 0.5640070
##   [56,] 0.7916915
##   [57,] 1.1148665
##   [58,] 1.2556549
##   [59,] 1.0414290
##   [60,] 0.9728321
##   [61,] 1.2112905
##   [62,] 0.7949791
##   [63,] 0.8568662
##   [64,] 1.5056299
##   [65,] 1.1338533
##   [66,] 1.2288286
##   [67,] 0.9751158
##   [68,] 0.8184486
##   [69,] 0.8965141
##   [70,] 1.3026922
##   [71,] 0.6188745
##   [72,] 0.8851479
##   [73,] 0.7334084
##   [74,] 0.7215736
##   [75,] 0.8382817
##   [76,] 1.2414490
##   [77,] 1.7447645
##   [78,] 0.4592742
##   [79,] 0.6615954
##   [80,] 1.0876092
##   [81,] 0.8169857
##   [82,] 0.6730519
##   [83,] 1.3586082
##   [84,] 1.2924176
##   [85,] 1.2204673
##   [86,] 0.9469020
##   [87,] 0.4583271
##   [88,] 1.3561867
##   [89,] 0.4735963
##   [90,] 0.5876071
##   [91,] 0.9960805
##   [92,] 1.0913274
##   [93,] 1.0867638
##   [94,] 0.4076656
##   [95,] 2.6562609
##   [96,] 0.8160356
##   [97,] 0.7376543
##   [98,] 1.4076096
##   [99,] 1.7777476
##  [100,] 0.8807810
##  [101,] 1.8662559
##  [102,] 0.3801060
##  [103,] 0.2815880
##  [104,] 0.9234374
##  [105,] 1.4952039
##  [106,] 0.8936924
##  [107,] 1.0374420
##  [108,] 0.6025567
##  [109,] 0.9480221
##  [110,] 0.5912272
##  [111,] 0.5348358
##  [112,] 0.3366961
##  [113,] 1.2405370
##  [114,] 0.8182939
##  [115,] 1.1979244
##  [116,] 0.8480351
##  [117,] 1.2722397
##  [118,] 0.8110752
##  [119,] 1.6273220
##  [120,] 0.5308007
##  [121,] 0.6084064
##  [122,] 0.8577776
##  [123,] 0.3615285
##  [124,] 3.1928869
##  [125,] 0.8894572
##  [126,] 1.4122168
##  [127,] 0.3992292
##  [128,] 0.7355274
##  [129,] 0.8353042
##  [130,] 0.9100974
##  [131,] 0.7406200
##  [132,] 2.7230984
##  [133,] 1.0358563
##  [134,] 1.2907075
##  [135,] 0.3246925
##  [136,] 1.2510260
##  [137,] 2.3278363
##  [138,] 0.5731652
##  [139,] 1.0526735
##  [140,] 0.4801962
##  [141,] 1.5416727
##  [142,] 0.7773773
##  [143,] 0.8782818
##  [144,] 0.9736898
##  [145,] 0.7304089
##  [146,] 0.7181167
##  [147,] 1.2042670
##  [148,] 1.6519360
##  [149,] 0.8139908
##  [150,] 0.7217341
##  [151,] 2.0334318
##  [152,] 1.0953356
##  [153,] 1.0062470
##  [154,] 0.7815771
##  [155,] 0.5292471
##  [156,] 0.7209074
##  [157,] 0.3509407
##  [158,] 2.3589680
##  [159,] 0.3715031
##  [160,] 0.4106820
##  [161,] 1.2028455
##  [162,] 1.2769551
##  [163,] 0.5486690
##  [164,] 0.8581883
##  [165,] 2.5720653
##  [166,] 1.7197221
##  [167,] 0.4157152
##  [168,] 0.8254946
##  [169,] 1.2808056
##  [170,] 1.9676121
##  [171,] 2.6665919
##  [172,] 0.8245643
##  [173,] 1.7566944
##  [174,] 0.5880899
##  [175,] 0.5888983
##  [176,] 1.5263322
##  [177,] 1.3428469
##  [178,] 0.5564188
##  [179,] 1.1684924
##  [180,] 0.6987561
##  [181,] 0.2616198
##  [182,] 0.4942829
##  [183,] 0.3954695
##  [184,] 0.5780671
##  [185,] 0.6208390
##  [186,] 0.8534923
##  [187,] 0.8698305
##  [188,] 1.0908885
##  [189,] 0.6839813
##  [190,] 0.7957401
##  [191,] 0.8261116
##  [192,] 0.8791849
##  [193,] 0.6498760
##  [194,] 0.5225340
##  [195,] 0.5678886
##  [196,] 1.0811260
##  [197,] 1.8608009
##  [198,] 0.8334559
##  [199,] 0.5010819
##  [200,] 1.0113857
##  [201,] 1.3352823
##  [202,] 0.6876884
##  [203,] 0.6744914
##  [204,] 0.5868367
##  [205,] 0.5593460
##  [206,] 0.6367469
##  [207,] 1.3776499
##  [208,] 0.9236126
##  [209,] 0.7756493
##  [210,] 1.0192035
##  [211,] 1.4167387
##  [212,] 1.8770551
##  [213,] 0.8519952
##  [214,] 0.6500219
##  [215,] 0.3044218
##  [216,] 0.5306063
##  [217,] 1.9957386
##  [218,] 0.5214711
##  [219,] 1.3267892
##  [220,] 1.1751530
##  [221,] 1.2985956
##  [222,] 0.4986459
##  [223,] 0.5991305
##  [224,] 1.9855110
##  [225,] 0.5651071
##  [226,] 1.0107742
##  [227,] 2.5084743
##  [228,] 0.8420908
##  [229,] 0.7612152
##  [230,] 0.5849856
##  [231,] 0.5569837
##  [232,] 0.6007476
##  [233,] 0.8101782
##  [234,] 0.7018000
##  [235,] 1.0653429
##  [236,] 0.6890739
##  [237,] 1.0063166
##  [238,] 0.5788121
##  [239,] 1.1456870
##  [240,] 0.9109952
##  [241,] 1.2953549
##  [242,] 0.3358693
##  [243,] 1.1536215
##  [244,] 0.6593624
##  [245,] 0.5551334
##  [246,] 0.8735924
##  [247,] 0.9216575
##  [248,] 0.7417547
##  [249,] 1.5063550
##  [250,] 0.5965893
##  [251,] 0.6248693
##  [252,] 1.0428335
##  [253,] 1.0526996
##  [254,] 0.3175889
##  [255,] 0.3720861
##  [256,] 1.1424405
##  [257,] 2.2371845
##  [258,] 1.2660117
##  [259,] 0.5729409
##  [260,] 0.6746401
##  [261,] 1.0172389
##  [262,] 0.6387991
##  [263,] 1.0349562
##  [264,] 0.9563353
##  [265,] 0.3409785
##  [266,] 1.0349864
##  [267,] 3.0650364
##  [268,] 0.8466057
##  [269,] 1.5525434
##  [270,] 0.5596091
##  [271,] 1.0712320
##  [272,] 3.3324530
##  [273,] 0.7511720
##  [274,] 0.8704684
##  [275,] 0.4986111
##  [276,] 1.0314966
##  [277,] 2.3035916
##  [278,] 0.8361374
##  [279,] 0.9374500
##  [280,] 1.7698796
##  [281,] 1.0753074
##  [282,] 0.4645859
##  [283,] 0.7452599
##  [284,] 0.4924413
##  [285,] 0.9175598
##  [286,] 0.9464380
##  [287,] 1.6523982
##  [288,] 0.6854686
##  [289,] 0.8960936
##  [290,] 0.5816302
##  [291,] 1.5031346
##  [292,] 0.5475580
##  [293,] 2.3492784
##  [294,] 0.9472804
##  [295,] 1.5791716
##  [296,] 1.5641891
##  [297,] 0.5655491
##  [298,] 1.0304212
##  [299,] 1.3635781
##  [300,] 0.7249916
##  [301,] 1.1391754
##  [302,] 0.8444050
##  [303,] 0.3133852
##  [304,] 0.7382724
##  [305,] 0.8348114
##  [306,] 0.9077102
##  [307,] 0.6414762
##  [308,] 1.0700406
##  [309,] 0.8129508
##  [310,] 1.1691862
##  [311,] 1.0573021
##  [312,] 0.3621835
##  [313,] 0.8542554
##  [314,] 0.7293361
##  [315,] 0.6190215
##  [316,] 1.6797629
##  [317,] 0.3457365
##  [318,] 1.2656302
##  [319,] 1.4414407
##  [320,] 0.4403454
##  [321,] 1.1123356
##  [322,] 0.7838624
##  [323,] 0.5080922
##  [324,] 0.5720363
##  [325,] 0.7608931
##  [326,] 0.9147795
##  [327,] 0.5890061
##  [328,] 1.0548993
##  [329,] 0.2896543
##  [330,] 0.6268986
##  [331,] 1.5896776
##  [332,] 1.6139849
##  [333,] 0.4793192
##  [334,] 0.7295773
##  [335,] 0.5633665
##  [336,] 0.7608353
##  [337,] 0.6960660
##  [338,] 1.2438043
##  [339,] 0.7916365
##  [340,] 0.2777214
##  [341,] 1.1788778
##  [342,] 1.0272623
##  [343,] 0.7078031
##  [344,] 0.6052474
##  [345,] 1.5618685
##  [346,] 1.5752134
##  [347,] 0.5402220
##  [348,] 1.0658512
##  [349,] 1.2064553
##  [350,] 0.5379174
##  [351,] 0.4960434
##  [352,] 1.2175496
##  [353,] 0.5079634
##  [354,] 1.1412760
##  [355,] 0.4459441
##  [356,] 0.8960331
##  [357,] 1.1632114
##  [358,] 0.7981258
##  [359,] 0.6798121
##  [360,] 0.9108276
##  [361,] 0.3640529
##  [362,] 0.7361884
##  [363,] 2.3328155
##  [364,] 0.9916101
##  [365,] 1.0833792
##  [366,] 2.4542699
##  [367,] 0.5234452
##  [368,] 1.0528443
##  [369,] 2.1898253
##  [370,] 1.0799019
##  [371,] 2.1966681
##  [372,] 0.8943117
##  [373,] 1.7709490
##  [374,] 1.1239908
##  [375,] 0.8194097
##  [376,] 3.5404063
##  [377,] 1.5075217
##  [378,] 0.9380783
##  [379,] 0.8393153
##  [380,] 0.3301898
##  [381,] 1.5400918
##  [382,] 1.2060836
##  [383,] 2.0541524
##  [384,] 0.4397256
##  [385,] 0.9260937
##  [386,] 2.4475875
##  [387,] 0.8486586
##  [388,] 1.6304849
##  [389,] 1.4035867
##  [390,] 0.9594502
##  [391,] 1.7310870
##  [392,] 0.4920079
##  [393,] 1.0177168
##  [394,] 1.1668784
##  [395,] 1.2119463
##  [396,] 1.1399775
##  [397,] 0.7798182
##  [398,] 1.3855736
##  [399,] 0.9382677
##  [400,] 0.3618652
##  [401,] 1.3601293
##  [402,] 1.1676964
##  [403,] 0.5702866
##  [404,] 0.4908960
##  [405,] 1.1280482
##  [406,] 1.5640117
##  [407,] 0.4051628
##  [408,] 0.6710295
##  [409,] 1.5005863
##  [410,] 0.9020876
##  [411,] 0.3486999
##  [412,] 1.0753254
##  [413,] 0.7467701
##  [414,] 1.3774859
##  [415,] 1.0195973
##  [416,] 1.0798529
##  [417,] 2.6956869
##  [418,] 1.0159618
##  [419,] 0.7134045
##  [420,] 0.4023536
##  [421,] 0.3514296
##  [422,] 0.9123551
##  [423,] 0.6697185
##  [424,] 1.2035807
##  [425,] 1.6301253
##  [426,] 1.1502925
##  [427,] 1.1604873
##  [428,] 0.4978199
##  [429,] 1.1833077
##  [430,] 0.3348450
##  [431,] 0.8449522
##  [432,] 1.1699617
##  [433,] 0.6672548
##  [434,] 1.0359270
##  [435,] 0.7460826
##  [436,] 1.2089613
##  [437,] 0.4557508
##  [438,] 1.0638507
##  [439,] 0.5132430
##  [440,] 0.5958125
##  [441,] 0.5503527
##  [442,] 0.5890087
##  [443,] 0.8461973
##  [444,] 0.6483998
##  [445,] 0.6618889
##  [446,] 0.6580667
##  [447,] 0.5540886
##  [448,] 0.8851628
##  [449,] 3.7581076
##  [450,] 0.3314393
##  [451,] 1.1582702
##  [452,] 1.2734961
##  [453,] 0.6921440
##  [454,] 1.1232036
##  [455,] 0.4498348
##  [456,] 0.9553154
##  [457,] 0.8333802
##  [458,] 0.9548549
##  [459,] 1.0677258
##  [460,] 0.7124385
##  [461,] 0.3966798
##  [462,] 1.0683773
##  [463,] 0.7191667
##  [464,] 1.5864456
##  [465,] 1.0961136
##  [466,] 0.8133242
##  [467,] 0.9164904
##  [468,] 0.6682373
##  [469,] 0.5841867
##  [470,] 1.1379488
##  [471,] 0.6468038
##  [472,] 1.6168131
##  [473,] 1.2077424
##  [474,] 0.3030232
##  [475,] 2.2428844
##  [476,] 0.5159644
##  [477,] 0.6935478
##  [478,] 0.6258461
##  [479,] 0.4114331
##  [480,] 0.5096003
##  [481,] 0.7427036
##  [482,] 0.5474773
##  [483,] 0.9784089
##  [484,] 0.9390352
##  [485,] 1.4810273
##  [486,] 0.5388509
##  [487,] 1.8008732
##  [488,] 0.6464079
##  [489,] 0.9573170
##  [490,] 0.6201013
##  [491,] 0.5376929
##  [492,] 0.7029042
##  [493,] 1.6887652
##  [494,] 0.9797389
##  [495,] 0.5721067
##  [496,] 0.4601001
##  [497,] 0.6731042
##  [498,] 1.4031492
##  [499,] 0.5424556
##  [500,] 0.9695764
##  [501,] 0.5490482
##  [502,] 2.4563105
##  [503,] 3.0404979
##  [504,] 2.3429217
##  [505,] 0.6824323
##  [506,] 1.3131076
##  [507,] 1.8280719
##  [508,] 1.4195106
##  [509,] 0.8230888
##  [510,] 0.7083356
##  [511,] 0.6586968
##  [512,] 0.5853643
##  [513,] 0.6539178
##  [514,] 1.2000841
##  [515,] 0.8111212
##  [516,] 2.9774188
##  [517,] 1.3559926
##  [518,] 2.1546085
##  [519,] 0.6424391
##  [520,] 0.5425282
##  [521,] 2.4465042
##  [522,] 1.4808257
##  [523,] 1.5064786
##  [524,] 1.3966339
##  [525,] 0.8029133
##  [526,] 0.6307463
##  [527,] 0.5316325
##  [528,] 1.3080682
##  [529,] 0.7501017
##  [530,] 1.7185256
##  [531,] 0.9704129
##  [532,] 0.8018848
##  [533,] 1.4214533
##  [534,] 0.8128817
##  [535,] 1.0649020
##  [536,] 1.1980293
##  [537,] 1.6855465
##  [538,] 1.0279944
##  [539,] 0.8210696
##  [540,] 0.9243211
##  [541,] 1.5722728
##  [542,] 0.6227358
##  [543,] 1.9783971
##  [544,] 0.4255675
##  [545,] 0.9170655
##  [546,] 2.7395646
##  [547,] 0.6890399
##  [548,] 1.2246068
##  [549,] 1.3412355
##  [550,] 1.2844022
##  [551,] 1.0421990
##  [552,] 0.6987725
##  [553,] 1.1238217
##  [554,] 0.7240285
##  [555,] 0.8948294
##  [556,] 1.2040159
##  [557,] 0.7851904
##  [558,] 0.9568531
##  [559,] 0.8212781
##  [560,] 0.4480930
##  [561,] 0.7755220
##  [562,] 2.1122305
##  [563,] 1.7276326
##  [564,] 1.5365446
##  [565,] 1.9403964
##  [566,] 0.9618560
##  [567,] 1.0220594
##  [568,] 1.8193510
##  [569,] 0.5035640
##  [570,] 1.6898225
##  [571,] 0.9714778
##  [572,] 0.9083461
##  [573,] 0.4917391
##  [574,] 0.3814488
##  [575,] 0.3417861
##  [576,] 1.3082049
##  [577,] 0.8656382
##  [578,] 0.4853956
##  [579,] 1.5185488
##  [580,] 0.6207624
##  [581,] 1.8492055
##  [582,] 0.8349292
##  [583,] 0.9431288
##  [584,] 0.5198126
##  [585,] 0.6851886
##  [586,] 0.6225509
##  [587,] 0.8038523
##  [588,] 0.6037696
##  [589,] 1.2323940
##  [590,] 1.0301269
##  [591,] 0.3441790
##  [592,] 0.9161365
##  [593,] 1.0748227
##  [594,] 0.5780751
##  [595,] 0.6897979
##  [596,] 2.2523036
##  [597,] 0.3512719
##  [598,] 0.8475979
##  [599,] 0.3725030
##  [600,] 0.6930287
##  [601,] 0.4124949
##  [602,] 1.5653122
##  [603,] 1.3409495
##  [604,] 1.1430963
##  [605,] 1.3888209
##  [606,] 0.7657946
##  [607,] 0.8256425
##  [608,] 1.9683594
##  [609,] 0.5256679
##  [610,] 1.0908903
##  [611,] 0.8259997
##  [612,] 0.6694093
##  [613,] 1.6038172
##  [614,] 1.8055803
##  [615,] 0.5510209
##  [616,] 1.4887440
##  [617,] 1.1675128
##  [618,] 0.6445036
##  [619,] 2.1679551
##  [620,] 0.9678344
##  [621,] 1.1369211
##  [622,] 0.3103934
##  [623,] 1.1317776
##  [624,] 0.9256891
##  [625,] 1.5010979
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##  [697,] 1.6706254
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##  [758,] 1.1196728
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##  [776,] 0.8608332
##  [777,] 1.0664727
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##  [781,] 0.7993022
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##  [783,] 1.1478192
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##  [785,] 0.9606277
##  [786,] 1.0969294
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##  [789,] 1.0224052
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##  [805,] 0.7155443
##  [806,] 1.0447749
##  [807,] 0.7621372
##  [808,] 0.3647251
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##  [812,] 1.1534515
##  [813,] 1.5263276
##  [814,] 0.5346625
##  [815,] 0.8395886
##  [816,] 0.7089643
##  [817,] 0.4571822
##  [818,] 1.5846155
##  [819,] 0.7506833
##  [820,] 1.3937329
##  [821,] 0.6774275
##  [822,] 1.3956396
##  [823,] 1.1912031
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##  [825,] 0.8940075
##  [826,] 1.7373362
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##  [828,] 1.8640813
##  [829,] 0.2844641
##  [830,] 1.0952723
##  [831,] 1.5029871
##  [832,] 1.3026768
##  [833,] 1.7517715
##  [834,] 0.5600785
##  [835,] 0.8245842
##  [836,] 0.7537320
##  [837,] 0.6588823
##  [838,] 1.1781862
##  [839,] 2.1520810
##  [840,] 0.5975066
##  [841,] 0.6623866
##  [842,] 0.6340223
##  [843,] 0.3334173
##  [844,] 0.6232999
##  [845,] 0.6635889
##  [846,] 1.0630485
##  [847,] 1.4327609
##  [848,] 1.1038703
##  [849,] 0.7687375
##  [850,] 0.7960426
##  [851,] 0.5597843
##  [852,] 4.2087854
##  [853,] 1.3563126
##  [854,] 3.0576180
##  [855,] 0.5855486
##  [856,] 0.7212874
##  [857,] 2.0913377
##  [858,] 1.3284625
##  [859,] 1.4682311
##  [860,] 0.7006502
##  [861,] 1.1018242
##  [862,] 0.9051377
##  [863,] 0.2949360
##  [864,] 0.8795246
##  [865,] 0.9160547
##  [866,] 1.4632355
##  [867,] 1.0929387
##  [868,] 0.5639977
##  [869,] 0.8181243
##  [870,] 2.4709339
##  [871,] 2.4571355
##  [872,] 0.7964342
##  [873,] 0.6420580
##  [874,] 0.6512810
##  [875,] 0.8096070
##  [876,] 0.2169434
##  [877,] 0.4954640
##  [878,] 0.7685648
##  [879,] 1.1394069
##  [880,] 0.7112275
##  [881,] 0.3672536
##  [882,] 1.0978227
##  [883,] 1.0252449
##  [884,] 1.0097443
##  [885,] 0.6541151
##  [886,] 0.4836526
##  [887,] 1.0897190
##  [888,] 2.4156046
##  [889,] 2.6780168
##  [890,] 1.4711612
##  [891,] 0.7170100
##  [892,] 0.8018885
##  [893,] 0.9867509
##  [894,] 0.3847001
##  [895,] 1.4346331
##  [896,] 0.9464295
##  [897,] 1.3353691
##  [898,] 0.7649788
##  [899,] 0.4342877
##  [900,] 0.4585940
##  [901,] 0.5209262
##  [902,] 0.2906347
##  [903,] 1.9931604
##  [904,] 0.2308462
##  [905,] 0.8122382
##  [906,] 0.7259493
##  [907,] 0.5255592
##  [908,] 0.4544047
##  [909,] 0.7728041
##  [910,] 0.3491145
##  [911,] 1.2836197
##  [912,] 0.4198518
##  [913,] 0.5681773
##  [914,] 1.1593769
##  [915,] 0.8243419
##  [916,] 1.1735959
##  [917,] 1.2065217
##  [918,] 0.3561404
##  [919,] 0.7039725
##  [920,] 1.1727097
##  [921,] 0.3992088
##  [922,] 1.1993217
##  [923,] 1.0248339
##  [924,] 0.7542900
##  [925,] 1.0508924
##  [926,] 0.8458030
##  [927,] 1.5344989
##  [928,] 0.6388993
##  [929,] 0.6644165
##  [930,] 0.4557280
##  [931,] 0.7569010
##  [932,] 1.4848389
##  [933,] 0.7531184
##  [934,] 0.5465428
##  [935,] 1.0365509
##  [936,] 1.9760735
##  [937,] 0.8817407
##  [938,] 0.5272681
##  [939,] 0.4383219
##  [940,] 0.7837920
##  [941,] 0.6763045
##  [942,] 0.5665383
##  [943,] 3.2399939
##  [944,] 1.8029255
##  [945,] 0.6849620
##  [946,] 0.6334316
##  [947,] 0.8073757
##  [948,] 1.4750993
##  [949,] 1.8299817
##  [950,] 1.1969602
##  [951,] 0.6439848
##  [952,] 0.8225544
##  [953,] 1.6513382
##  [954,] 0.4923320
##  [955,] 0.6472173
##  [956,] 0.8090069
##  [957,] 0.3983010
##  [958,] 1.2926944
##  [959,] 1.4401969
##  [960,] 1.1510207
##  [961,] 1.3564358
##  [962,] 1.0907375
##  [963,] 1.3597660
##  [964,] 0.3401287
##  [965,] 2.5635939
##  [966,] 1.5979028
##  [967,] 1.9565331
##  [968,] 0.5881357
##  [969,] 1.3226720
##  [970,] 0.8608906
##  [971,] 1.2350171
##  [972,] 1.2405490
##  [973,] 2.0636754
##  [974,] 0.9182107
##  [975,] 2.3650665
##  [976,] 1.5903082
##  [977,] 1.0049820
##  [978,] 0.8967720
##  [979,] 0.8057625
##  [980,] 0.9136755
##  [981,] 0.5141398
##  [982,] 2.4609874
##  [983,] 0.7434307
##  [984,] 0.5164019
##  [985,] 0.9653236
##  [986,] 0.6886056
##  [987,] 1.2769712
##  [988,] 0.8812234
##  [989,] 0.5669879
##  [990,] 0.4612297
##  [991,] 1.0807136
##  [992,] 0.2680478
##  [993,] 0.9198140
##  [994,] 1.1803835
##  [995,] 1.0517648
##  [996,] 1.5391395
##  [997,] 1.0666417
##  [998,] 0.3752940
##  [999,] 0.6262472
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
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## 10            1           1           0           0           0           0
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## 15            1          -1          -1          -1          -1          -1
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## 87            1          -1          -1          -1          -1          -1
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## 99            1          -1          -1          -1          -1          -1
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## 101           1          -1          -1          -1          -1          -1
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## 107           1          -1          -1          -1          -1          -1
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##     demo$major6 demo$major7 demo$major8
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## 
## $terms
## sd ~ demo$major
## attr(,"variables")
## list(sd, demo$major)
## attr(,"factors")
##            demo$major
## sd                  0
## demo$major          1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Self-Efficacy

Now, Self-Efficacy:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$major   8    0.2917 0.036465  1.4652 0.03724  0.174
## Residuals  303    7.5408 0.024887         0.96276       
## Total      311    7.8325                  1.00000       
## 
## $call
## adonis(formula = se ~ demo$major)
## 
## $coefficients
##             self_determition_ave         se1         se2         se3
## (Intercept)           3.83832105  4.04947909  4.32263222  4.01604617
## demo$major1           0.14477754  0.06319697  0.08581848  0.06846087
## demo$major2           0.33310752 -0.19233623 -0.32263222 -0.30176045
## demo$major3           0.21882180  0.37909234  0.24879635  0.26966812
## demo$major4           0.16167895  0.95052091  0.67736778  0.98395383
## demo$major5           0.06834561  0.01718758  0.27736778  0.05062050
## demo$major6          -0.19546391 -0.44558299 -0.36159326 -0.39916305
## demo$major7          -0.43832105 -0.04947909  0.17736778 -0.01604617
## demo$major8          -0.22962540 -0.26687039 -0.36611048 -0.23343747
##                      se4         se5 self_efficacy_ave
## (Intercept)  4.135204920  4.27340367        4.15935321
## demo$major1  0.202823249  0.07870900        0.09980172
## demo$major2 -0.278062063  0.01231061       -0.21649607
## demo$major3  0.293366509  0.01231061        0.24064679
## demo$major4  0.864795080  0.72659633        0.84064679
## demo$major5 -0.001871587  0.25992966        0.12064679
## demo$major6 -0.381958167 -0.32535172       -0.38272984
## demo$major7 -0.135204920 -0.27340367       -0.05935321
## demo$major8 -0.178683181 -0.18644715       -0.24630974
## 
## $coef.sites
##                       1            2            3            4           5
## (Intercept)  0.10779148  0.092789543  0.093217192  0.092318558  0.10779148
## demo$major1 -0.01150981 -0.005653507  0.004510719 -0.002691794 -0.01150981
## demo$major2  0.01395749 -0.002235637 -0.018982260  0.001731134  0.01395749
## demo$major3 -0.03559870 -0.028547968 -0.029224177 -0.023818856 -0.03559870
## demo$major4 -0.09329873 -0.050365300  0.006461264 -0.049373773 -0.09329873
## demo$major5 -0.02061646 -0.032237080 -0.031076160 -0.031762144 -0.02061646
## demo$major6  0.05290639  0.043455977  0.027164388  0.042651883  0.05290639
## demo$major7  0.01094133  0.018759425  0.016727242  0.007198350  0.01094133
## demo$major8  0.03045924  0.018853634  0.003197816  0.014757749  0.03045924
##                        6            7           8            9           10
## (Intercept)  0.119310129  0.175091050  0.10779148  0.100380890  0.576044347
## demo$major1  0.010206074  0.013250741 -0.01150981  0.003383219  0.005788627
## demo$major2 -0.011255334 -0.020011480  0.01395749 -0.007399872 -0.006542763
## demo$major3 -0.012953942  0.005652776 -0.03559870 -0.029273257  0.029946161
## demo$major4  0.029338520  0.043546943 -0.09329873 -0.003606697  0.066467730
## demo$major5 -0.022729987 -0.013959172 -0.02061646 -0.034629429  0.019877442
## demo$major6  0.015336004  0.002515490  0.05290639  0.029656388 -0.044822533
## demo$major7 -0.018967663 -0.022429003  0.01094133  0.009031904 -0.003343469
## demo$major8 -0.005333819 -0.014069309  0.03045924  0.004740146 -0.020419307
##                       11           12           13           14           15
## (Intercept)  0.112288342  0.090599070  0.093217192  0.092386298  0.101048991
## demo$major1  0.004467760  0.001076549  0.004510719  0.005431733 -0.006009444
## demo$major2 -0.004889475 -0.010152762 -0.018982260 -0.017574288 -0.005219621
## demo$major3 -0.021865141 -0.029747137 -0.029224177 -0.027795604 -0.034019166
## demo$major4  0.006132710 -0.011734717  0.006461264  0.004387896 -0.049997940
## demo$major5 -0.031207261 -0.036058666 -0.031076160 -0.030848157 -0.030542559
## demo$major6  0.023127197  0.031620371  0.027164388  0.026985110  0.043017328
## demo$major7 -0.002503396  0.018945199  0.016727242  0.014350360  0.019313556
## demo$major8  0.003038177  0.009250659  0.003197816  0.002502653  0.023662598
##                       16           17           18           19           20
## (Intercept)  0.092386298  0.100731866  0.094732184  0.103802961  0.106725571
## demo$major1  0.005431733 -0.007869774  0.003789912 -0.010242289  0.010964022
## demo$major2 -0.017574288  0.021872637 -0.007118378  0.016701794 -0.019999820
## demo$major3 -0.027795604 -0.029990676 -0.026891778 -0.033928415 -0.018458775
## demo$major4  0.004387896 -0.100731866 -0.004988594 -0.095056606  0.019102244
## demo$major5 -0.030848157 -0.022281045 -0.035355223 -0.021928139 -0.026815870
## demo$major6  0.026985110  0.052316960  0.030477137  0.052777018  0.022510660
## demo$major7  0.014350360  0.003812064  0.006728855  0.009308979 -0.006381816
## demo$major8  0.002502653  0.027200692  0.004778950  0.029384620 -0.001132370
##                       21           22           23            24           25
## (Intercept)  0.092741553  0.193357667  0.139031525  0.1046476310  0.092386298
## demo$major1  0.003676691  0.013576714  0.005174181  0.0077778806  0.005431733
## demo$major2 -0.007784957 -0.020757369 -0.016665871 -0.0141500429 -0.017574288
## demo$major3 -0.026518777  0.002421351 -0.024782821 -0.0233925935 -0.027795604
## demo$major4 -0.006479572  0.052063579  0.021378031  0.0174645802  0.004387896
## demo$major5 -0.035549056 -0.012336217 -0.025501002 -0.0264594799 -0.030848157
## demo$major6  0.030604235 -0.002139395  0.018282658  0.0221952604  0.026985110
## demo$major7  0.008022805 -0.027870198  0.013422010 -0.0009687012  0.014350360
## demo$major8  0.005105166 -0.012365597 -0.005958019 -0.0020770324  0.002502653
##                       26           27           28          29           30
## (Intercept)  0.593633127  0.095686135  0.251616532  0.10779148  0.139391152
## demo$major1  0.005933441 -0.001437377  0.013391249 -0.01150981  0.009016442
## demo$major2 -0.005807135 -0.004370034 -0.030304242  0.01395749 -0.017752569
## demo$major3  0.029611531 -0.033813589  0.019493591 -0.03559870 -0.016975868
## demo$major4  0.064903458 -0.033957740  0.056075776 -0.09329873  0.028993728
## demo$major5  0.019864653 -0.030385116 -0.003706156 -0.02061646 -0.021500226
## demo$major6 -0.045251990  0.037137112 -0.013655876  0.05290639  0.012692746
## demo$major7 -0.002661809  0.016440731 -0.012033199  0.01094133 -0.003547131
## demo$major8 -0.019330282  0.017553056 -0.022883167  0.03045924 -0.005754905
##                       31           32           33           34           35
## (Intercept)  0.100806428  0.551018215  0.121093828  0.103063427  0.172331629
## demo$major1 -0.008805349  0.007095532  0.010512667  0.004841774  0.016393483
## demo$major2  0.002761770 -0.008202091 -0.011193962 -0.012428402 -0.015126092
## demo$major3 -0.033645126  0.029773153 -0.012884523 -0.016393295  0.004615977
## demo$major4 -0.071220629  0.068029404  0.031448545 -0.002739803  0.050689954
## demo$major5 -0.025140389  0.019253073 -0.022571777 -0.031600187 -0.012460209
## demo$major6  0.048356803 -0.043498338  0.014981957  0.026245129  0.003366278
## demo$major7  0.015896337 -0.004933232 -0.020014014  0.000442048 -0.045679429
## demo$major8  0.026706913 -0.022561498 -0.006392388  0.004277538 -0.013502344
##                       36           37           38           39           40
## (Intercept)  0.100064621  0.101427350  0.100474978  0.551018215  0.110497459
## demo$major1 -0.006329137 -0.008668758  0.001210600  0.007095532  0.003314271
## demo$major2  0.012678568  0.020473767 -0.025629969 -0.008202091 -0.022164091
## demo$major3 -0.033532037 -0.031269412 -0.034067676  0.029773153 -0.026431351
## demo$major4 -0.076255097 -0.098494799  0.010636134  0.068029404  0.019372671
## demo$major5 -0.029023691 -0.022505303 -0.028934932  0.019253073 -0.025999940
## demo$major6  0.047419526  0.052378997  0.028175293 -0.043498338  0.021901948
## demo$major7  0.010864812  0.005991047  0.022071547 -0.004933232  0.009490010
## demo$major8  0.025552811  0.027741301  0.006572498 -0.022561498  0.004600323
##                       41           42           43           44          45
## (Intercept)  0.098515950  0.102565682  0.095872363  0.096883791  0.10779148
## demo$major1 -0.007870275 -0.003136224 -0.003123202 -0.005548011 -0.01150981
## demo$major2 -0.007068701 -0.011448181 -0.014369572  0.001971640  0.01395749
## demo$major3 -0.031486125 -0.035384606 -0.029069526 -0.032309191 -0.03559870
## demo$major4 -0.047464899 -0.035081019 -0.031256979 -0.051566571 -0.09329873
## demo$major5 -0.030111499 -0.019339827 -0.028258065 -0.034058547 -0.02061646
## demo$major6  0.043930195  0.039487589  0.039799879  0.043185448  0.05290639
## demo$major7  0.021846597  0.015584767  0.019276625  0.017622742  0.01094133
## demo$major8  0.020697017  0.017026134  0.013919846  0.019762913  0.03045924
##                       46          47           48           49           50
## (Intercept)  0.162781055  0.46433522  0.343774589  0.119310129  0.094348922
## demo$major1  0.013030010  0.01183171  0.011886169  0.010206074  0.003655191
## demo$major2 -0.010301898 -0.01330659 -0.024333833 -0.011255334 -0.020688505
## demo$major3 -0.006048247  0.03042603  0.022832061 -0.012953942 -0.030950253
## demo$major4  0.047183357  0.06719631  0.072892078  0.029338520  0.008215181
## demo$major5 -0.015890368  0.01268024  0.009347401 -0.022729987 -0.031148683
## demo$major6  0.006847241 -0.03533679 -0.027353112  0.015336004  0.027468597
## demo$major7 -0.034614188 -0.01612034 -0.020819541 -0.018967663  0.018780136
## demo$major8 -0.014343836 -0.02692276 -0.030994852 -0.005333819  0.004447566
##                       51           52           53           54            55
## (Intercept)  0.593633127  0.219107083  0.097443670  0.593633127  0.0937759207
## demo$major1  0.005933441  0.014074985  0.007337127  0.005933441  0.0069229838
## demo$major2 -0.005807135 -0.023546408 -0.016035935 -0.005807135 -0.0167238622
## demo$major3  0.029611531  0.012261296 -0.026287615  0.029611531 -0.0259242673
## demo$major4  0.064903458  0.054301157  0.013667441  0.064903458  0.0101201832
## demo$major5  0.019864653 -0.007264924 -0.030256784  0.019864653 -0.0305945902
## demo$major6 -0.045251990 -0.007447323  0.025901052 -0.045251990  0.0263424390
## demo$major7 -0.002661809 -0.031497835  0.004225204 -0.002661809  0.0064747059
## demo$major8 -0.019330282 -0.016484347 -0.001485932 -0.019330282 -0.0001346927
##                       56           57           58           59           60
## (Intercept)  0.097443670  0.089784166  0.096546007  0.092993657  0.168308148
## demo$major1  0.007337127  0.001968364 -0.007416129  0.001408080  0.012940827
## demo$major2 -0.016035935 -0.008743503  0.012522375 -0.017948985 -0.026864803
## demo$major3 -0.026287615 -0.028351583 -0.029435810 -0.028035329 -0.004198965
## demo$major4  0.013667441 -0.013834799 -0.075650485 -0.011232650  0.033105280
## demo$major5 -0.030256784 -0.035854498 -0.028528150 -0.035119843 -0.018138737
## demo$major6  0.025901052  0.031464760  0.048126691  0.033364630  0.010477694
## demo$major7  0.004225204  0.016626091  0.011468157  0.019662540 -0.001459901
## demo$major8 -0.001485932  0.008593225  0.021527893  0.009157448 -0.014338867
##                       61            62           63           64           65
## (Intercept)  0.099007953  0.1034532499  0.089784166  0.126271084  0.126116204
## demo$major1 -0.009026149  0.0005222043  0.001968364  0.010466694  0.012098628
## demo$major2  0.008728974 -0.0146445646 -0.008743503 -0.010542793 -0.022583983
## demo$major3 -0.032159792 -0.0230634947 -0.028351583 -0.014316714 -0.014348762
## demo$major4 -0.072301721 -0.0188137514 -0.013834799  0.034138472  0.022532445
## demo$major5 -0.027906058 -0.0359779409 -0.035854498 -0.022296046 -0.023579605
## demo$major6  0.048566616  0.0342740037  0.031464760  0.014211523  0.019092585
## demo$major7  0.014817616  0.0122930233  0.016626091 -0.020231051 -0.004940405
## demo$major8  0.023244922  0.0148785334  0.008593225 -0.006935004 -0.003989745
##                      66          67           68           69           70
## (Intercept)  0.32249870  0.10558899  0.105534379  0.095960942  0.134387120
## demo$major1  0.01597738 -0.01087645 -0.006298326  0.002693601  0.012131665
## demo$major2 -0.02616464  0.01510731  0.023751335 -0.022872487 -0.010632135
## demo$major3  0.02111782 -0.03541996 -0.028693550 -0.032191314 -0.011321061
## demo$major4  0.07094393 -0.09396108 -0.093629617  0.009470368  0.033997760
## demo$major5  0.00615664 -0.02124734 -0.021681673 -0.030405946 -0.018753727
## demo$major6 -0.02313297  0.05292068  0.051712480  0.027820638  0.013425124
## demo$major7 -0.02444905  0.01034238 -0.005534379  0.020329842 -0.030643329
## demo$major8 -0.02840265  0.03013847  0.023937580  0.005199239 -0.006539965
##                        71           72            73            74          75
## (Intercept)  0.1282218160  0.089784166  0.1011979713  0.1512206475  0.10779148
## demo$major1  0.0027442979  0.001968364 -0.0073308921  0.0173586177 -0.01150981
## demo$major2 -0.0244503319 -0.008743503  0.0221134186 -0.0130677091  0.01395749
## demo$major3 -0.0265211518 -0.028351583 -0.0289457332 -0.0008290652 -0.03559870
## demo$major4  0.0240960648 -0.013834799 -0.0982481188  0.0459624511 -0.09329873
## demo$major5 -0.0241691508 -0.035854498 -0.0223387378 -0.0150002936 -0.02061646
## demo$major6  0.0193629688  0.031464760  0.0520573889  0.0091370034  0.05290639
## demo$major7  0.0125813706  0.016626091  0.0004527855 -0.0512206475  0.01094133
## demo$major8  0.0008771484  0.008593225  0.0260268415 -0.0087298142  0.03045924
##                       76           77           78           79           80
## (Intercept)  0.098718852  0.101427350  0.584773224  0.138784868  0.100731866
## demo$major1 -0.005065663 -0.008668758  0.005874192  0.010231155 -0.007869774
## demo$major2  0.015036042  0.020473767 -0.006164166 -0.009191590  0.021872637
## demo$major3 -0.026418892 -0.031269412  0.029797899 -0.012176795 -0.029990676
## demo$major4 -0.071528519 -0.098494799  0.065712213  0.017677717 -0.100731866
## demo$major5 -0.027979165 -0.022505303  0.019887930 -0.024171260 -0.022281045
## demo$major6  0.047421900  0.052378997 -0.045155776  0.018616033  0.052316960
## demo$major7  0.001075421  0.005991047 -0.002991046 -0.015950907  0.003812064
## demo$major8  0.017807352  0.027741301 -0.019867316 -0.002225478  0.027200692
##                       81           82           83           84            85
## (Intercept)  0.103111801  0.100474978  0.393832522  0.095408384  0.0937759207
## demo$major1 -0.010325018  0.001210600  0.009710302  0.007210411  0.0069229838
## demo$major2  0.005982679 -0.025629969 -0.015975699 -0.016685170 -0.0167238622
## demo$major3 -0.033876118 -0.034067676  0.010809981 -0.025910014 -0.0259242673
## demo$major4 -0.070663424  0.010636134  0.059158931  0.012083473  0.0101201832
## demo$major5 -0.026537426 -0.028934932  0.005253370 -0.030474285 -0.0305945902
## demo$major6  0.048731983  0.028175293 -0.019181213  0.026049787  0.0263424390
## demo$major7  0.016449403  0.022071547 -0.003554066  0.005547528  0.0064747059
## demo$major8  0.024382203  0.006572498 -0.028683442 -0.001130251 -0.0001346927
##                        86           87           88            89           90
## (Intercept)  0.0958812710  0.130080432  0.567504503  0.0957307167  0.092447052
## demo$major1  0.0005079925  0.007330954  0.006340080 -0.0023466857  0.004581705
## demo$major2 -0.0086708820 -0.012037016 -0.007002937  0.0001936795 -0.014030832
## demo$major3 -0.0288241728 -0.025323015  0.029996812 -0.0338581703 -0.023085304
## demo$major4 -0.0370577415  0.026382153  0.067110882 -0.0340023216 -0.009644504
## demo$major5 -0.0293426447 -0.023436789  0.019773566 -0.0325327466 -0.034642948
## demo$major6  0.0383263094  0.018785559 -0.044497147  0.0375265212  0.032359726
## demo$major7  0.0132025937 -0.003044790 -0.003779012  0.0163961490  0.007627967
## demo$major8  0.0151282339 -0.004914627 -0.021046507  0.0147609711  0.004743374
##                        91           92          93           94           95
## (Intercept)  0.0909740881  0.091077585  0.09522103  0.170268231  0.110856114
## demo$major1 -0.0040349638  0.003135821  0.00015472  0.014670358 -0.006727518
## demo$major2  0.0008169877 -0.014879537 -0.01525560 -0.016094124  0.023690678
## demo$major3 -0.0255750731 -0.024930245 -0.03021617  0.002232772 -0.030909165
## demo$major4 -0.0543887222 -0.015128218 -0.01346002  0.044017484 -0.092892042
## demo$major5 -0.0319731334 -0.034856640 -0.02626657 -0.012936117 -0.020941850
## demo$major6  0.0431324821  0.032941421  0.03379160  0.004305323  0.051102272
## demo$major7  0.0145996229  0.015332672  0.01743517 -0.036469059 -0.003509264
## demo$major8  0.0171314738  0.007289537  0.00835228 -0.010448902  0.024016352
##                       96          97           98           99          100
## (Intercept)  0.103802961  0.10018150  0.355989698  0.133033484  0.090599070
## demo$major1 -0.010242289 -0.00451101  0.011436712  0.013602604  0.001076549
## demo$major2  0.016701794 -0.01707427 -0.023727713 -0.015038868 -0.010152762
## demo$major3 -0.033928415 -0.03088153  0.023063275 -0.004230190 -0.029747137
## demo$major4 -0.095056606 -0.02984511  0.072581731  0.035351396 -0.011734717
## demo$major5 -0.021928139 -0.02684478  0.009709151 -0.019808603 -0.036058666
## demo$major6  0.052777018  0.04004412 -0.028108975  0.011560422  0.031620371
## demo$major7  0.009308979  0.02094996 -0.020214362 -0.029289693  0.018945199
## demo$major8  0.029384620  0.01517229 -0.030138262 -0.005276965  0.009250659
##                      101          102           103          104         105
## (Intercept)  0.098515950  0.100731866  0.2651107386  0.110241245  0.10779148
## demo$major1 -0.007870275 -0.007869774  0.0152533348  0.008839684 -0.01150981
## demo$major2 -0.007068701  0.021872637 -0.0276417287 -0.013453312  0.01395749
## demo$major3 -0.031486125 -0.029990676  0.0148888785 -0.018458347 -0.03559870
## demo$major4 -0.047464899 -0.100731866  0.0682225947  0.023092088 -0.09329873
## demo$major5 -0.030111499 -0.022281045  0.0006344496 -0.026502205 -0.02061646
## demo$major6  0.043930195  0.052316960 -0.0151139753  0.019453150  0.05290639
## demo$major7  0.021846597  0.003812064 -0.0308918354 -0.008446828  0.01094133
## demo$major8  0.020697017  0.027200692 -0.0246945935 -0.003202167  0.03045924
##                     106           107          108          109          110
## (Intercept)  0.31716823  1.049725e-01  0.155184396  0.103218387  0.155036421
## demo$major1  0.01406306  6.174809e-03  0.013793938  0.006944080  0.009987648
## demo$major2 -0.02513693 -1.574754e-02 -0.019970035 -0.016387365 -0.002548219
## demo$major3  0.02315954 -2.608546e-02 -0.007532085 -0.028713613 -0.009166584
## demo$major4  0.07058687  1.633900e-02  0.037798060  0.015202666  0.025519135
## demo$major5  0.00550901 -2.665532e-02 -0.018277712 -0.029473726 -0.019653993
## demo$major6 -0.02346707  2.281788e-02  0.010329944  0.025027155  0.011859115
## demo$major7 -0.02519694  5.302509e-03 -0.018585537  0.006566559 -0.031736275
## demo$major8 -0.03073317  8.194536e-05 -0.007711149 -0.001567911 -0.004779208
##                       111         112          113          114          115
## (Intercept)  0.1718463581  0.10558899  0.092386298  0.089784166  0.247392582
## demo$major1  0.0156262907 -0.01087645  0.005431733  0.001968364  0.012836655
## demo$major2 -0.0176722512  0.01510731 -0.017574288 -0.008743503 -0.020492452
## demo$major3  0.0006546448 -0.03541996 -0.027795604 -0.028351583  0.014411599
## demo$major4  0.0424393562 -0.09396108  0.004387896 -0.013834799  0.055289411
## demo$major5 -0.0114976530 -0.02124734 -0.030848157 -0.035854498 -0.005046017
## demo$major6  0.0039517309  0.05292068  0.026985110  0.031464760 -0.009432756
## demo$major7 -0.0380471863  0.01034238  0.014350360  0.016626091 -0.028829423
## demo$major8 -0.0075621433  0.03013847  0.002502653  0.008593225 -0.019482945
##                      116          117           118          119          120
## (Intercept)  0.105534379  0.094039128  0.1328236830  0.121411715  0.303820769
## demo$major1 -0.006298326 -0.002467115 -0.0002977491  0.013141520  0.009762113
## demo$major2  0.023751335  0.007403382 -0.0038208438 -0.017180783 -0.030647352
## demo$major3 -0.028693550 -0.027094625 -0.0230411620 -0.013202410  0.016823748
## demo$major4 -0.093629617 -0.054283776 -0.0029535532  0.031130658  0.061258596
## demo$major5 -0.021681673 -0.034624248 -0.0174229174 -0.022497895  0.002966761
## demo$major6  0.051712480  0.042282605  0.0262731712  0.017610219 -0.018865819
## demo$major7 -0.005534379  0.008516480 -0.0128362144 -0.020331900 -0.008231566
## demo$major8  0.023937580  0.016132857  0.0094789392 -0.005714698 -0.022182471
##                      121          122         123          124          125
## (Intercept)  0.092386298  0.095960942  0.10558899  0.138027000  0.181568878
## demo$major1  0.005431733  0.002693601 -0.01087645  0.006538687  0.008922824
## demo$major2 -0.017574288 -0.022872487  0.01510731 -0.016575276 -0.018284313
## demo$major3 -0.027795604 -0.032191314 -0.03541996 -0.012883795  0.001431997
## demo$major4  0.004387896  0.009470368 -0.09396108  0.032041027  0.041452705
## demo$major5 -0.030848157 -0.030405946 -0.02124734 -0.021567160 -0.016059284
## demo$major6  0.026985110  0.027820638  0.05292068  0.011743796  0.001396435
## demo$major7  0.014350360  0.020329842  0.01034238 -0.002906745 -0.009871633
## demo$major8  0.002502653  0.005199239  0.03013847 -0.005341216 -0.016733340
##                      126           127          128         129          130
## (Intercept)  0.102110690  0.1059574310  0.132638106  0.10558899  0.103070409
## demo$major1 -0.006600333  0.0003665747  0.009336139 -0.01087645 -0.009456934
## demo$major2  0.022879633 -0.0043984136 -0.016909815  0.01510731  0.001628467
## demo$major3 -0.028338219 -0.0271256826 -0.015210282 -0.03541996 -0.033834725
## demo$major4 -0.096193530 -0.0231548833  0.027771450 -0.09396108 -0.070622031
## demo$major5 -0.022027684 -0.0364767756 -0.023024664 -0.02124734 -0.024488001
## demo$major6  0.051922689  0.0349338058  0.013530480  0.05292068  0.048360085
## demo$major7 -0.003371997  0.0109217888 -0.005501026  0.01034238  0.016490796
## demo$major8  0.024986947  0.0096371598 -0.005648296  0.03013847  0.027046772
##                      131           132          133          134           135
## (Intercept)  0.177786288  0.1250286210  0.123825297  0.090896895  0.0932896169
## demo$major1  0.014208625  0.0111936433 -0.008075984 -0.002123336 -0.0006822877
## demo$major2 -0.022706718 -0.0233166264  0.024940129 -0.008908547 -0.0140238589
## demo$major3  0.002713499 -0.0151219535 -0.030877823 -0.029069090 -0.0326464479
## demo$major4  0.040851704  0.0197525238 -0.093522266 -0.029168499 -0.0086501184
## demo$major5 -0.013691448 -0.0239548405 -0.019664357 -0.038623055 -0.0353628971
## demo$major6  0.003030897  0.0193868348  0.050018136  0.037658326  0.0322242150
## demo$major7 -0.025124242 -0.0005189698 -0.001484156  0.021229971  0.0224566563
## demo$major8 -0.010660771 -0.0026760721  0.024304499  0.015287707  0.0111662823
##                     136          137          138           139          140
## (Intercept)  0.10779148  0.104433782  0.101258613  0.1531927707  0.100806428
## demo$major1 -0.01150981 -0.006987473  0.003013737  0.0177020907 -0.008805349
## demo$major2  0.01395749 -0.004025658 -0.006314208 -0.0130120520  0.002761770
## demo$major3 -0.03559870 -0.032897423 -0.021096641 -0.0007027896 -0.033645126
## demo$major4 -0.09329873 -0.053382731 -0.004484419  0.0482206568 -0.071220629
## demo$major5 -0.02061646 -0.023253464 -0.032542073 -0.0147981570 -0.025140389
## demo$major6  0.05290639  0.045191054  0.025127683  0.0087359801  0.048356803
## demo$major7  0.01094133  0.015928765  0.005478045 -0.0524238193  0.015896337
## demo$major8  0.03045924  0.018952735  0.006987290 -0.0098533034  0.026706913
##                       141          142          143          144          145
## (Intercept)  0.1214227547  0.176976891  0.103802961  0.113107533  0.106459959
## demo$major1  0.0071102566  0.016900665 -0.010242289  0.008653985  0.006843887
## demo$major2  0.0002923718 -0.014353484  0.016701794 -0.013509429 -0.016889812
## demo$major3 -0.0189523493  0.004483709 -0.033928415 -0.019548565 -0.029169237
## demo$major4 -0.0103116436  0.054907167 -0.095056606  0.024016213  0.015652252
## demo$major5 -0.0230984276 -0.011912050 -0.021928139 -0.026504030 -0.028879658
## demo$major6  0.0275557324  0.002649098  0.052777018  0.018917640  0.024694195
## demo$major7 -0.0197538805 -0.048500955  0.009308979 -0.007185792  0.007428441
## demo$major8  0.0078739928 -0.015117301  0.029384620 -0.003343938 -0.001723151
##                      146          147         148          149          150
## (Intercept)  0.095816295  0.100731866  0.28363808  0.528388990  0.117853220
## demo$major1 -0.006598876 -0.007869774  0.01602853  0.006076643  0.009612341
## demo$major2  0.013922719  0.021872637 -0.01903925 -0.011342423 -0.015425655
## demo$major3 -0.028125344 -0.029990676  0.01278897  0.027987516 -0.028086364
## demo$major4 -0.077852223 -0.100731866  0.06556827  0.067855141  0.023086378
## demo$major5 -0.028317164 -0.022281045  0.00202907  0.017051125 -0.024567989
## demo$major6  0.048045967  0.052316960 -0.01230251 -0.039901711  0.022915913
## demo$major7  0.009263278  0.003812064 -0.03265058 -0.008015967 -0.007772824
## demo$major8  0.020954992  0.027200692 -0.02347457 -0.022069791 -0.003837093
##                       151         152          153          154           155
## (Intercept)  0.1718463581  0.10779148  0.092833509  0.097397141  0.0917396547
## demo$major1  0.0156262907 -0.01150981  0.006071680  0.001210173 -0.0048751729
## demo$major2 -0.0176722512  0.01395749 -0.017441849 -0.007612775 -0.0005686375
## demo$major3  0.0006546448 -0.03559870 -0.026617712 -0.023366793 -0.0269209404
## demo$major4  0.0424393562 -0.09329873  0.007490116 -0.028214751 -0.0522259769
## demo$major5 -0.0114976530 -0.02061646 -0.030922299 -0.028102225 -0.0321779393
## demo$major6  0.0039517309  0.05290639  0.026594020  0.038296997  0.0432349462
## demo$major7 -0.0380471863  0.01094133  0.010671966  0.003784364  0.0168317739
## demo$major8 -0.0075621433  0.03045924  0.001109156  0.007739246  0.0177304841
##                     156         157         158          159          160
## (Intercept)  0.10779148  0.10779148  0.10779148  0.091413953  0.145443650
## demo$major1 -0.01150981 -0.01150981 -0.01150981 -0.003462912  0.009491589
## demo$major2  0.01395749  0.01395749  0.01395749  0.001000145 -0.017811210
## demo$major3 -0.03559870 -0.03559870 -0.03559870 -0.024469450 -0.012688376
## demo$major4 -0.09329873 -0.09329873 -0.09329873 -0.051658602  0.031026939
## demo$major5 -0.02061646 -0.02061646 -0.02061646 -0.032058232 -0.020475703
## demo$major6  0.05290639  0.05290639  0.05290639  0.042826997  0.013247368
## demo$major7  0.01094133  0.01094133  0.01094133  0.011141654 -0.001538823
## demo$major8  0.03045924  0.03045924  0.03045924  0.015874711 -0.014021029
##                      161           162          163          164         165
## (Intercept)  0.102040351  0.0909740881  0.101509834  0.092741553  0.10779148
## demo$major1  0.006125009 -0.0040349638 -0.007188389  0.003676691 -0.01150981
## demo$major2 -0.011815577  0.0008169877  0.010556097 -0.007784957  0.01395749
## demo$major3 -0.020196474 -0.0255750731 -0.034661673 -0.026518777 -0.03559870
## demo$major4 -0.001716726 -0.0543887222 -0.074803603 -0.006479572 -0.09329873
## demo$major5 -0.032573028 -0.0319731334 -0.028332126 -0.035549056 -0.02061646
## demo$major6  0.027211032  0.0431324821  0.047664930  0.030604235  0.05290639
## demo$major7  0.001465124  0.0145996229  0.012315735  0.008022805  0.01094133
## demo$major8  0.006299760  0.0171314738  0.026172945  0.005105166  0.03045924
##                      166          167          168         169          170
## (Intercept)  0.093080064  0.092789543  0.093217192  0.10558899  0.096503804
## demo$major1 -0.003352307 -0.005653507  0.004510719 -0.01087645 -0.006537423
## demo$major2 -0.006270497 -0.002235637 -0.018982260  0.01510731  0.008114200
## demo$major3 -0.031207517 -0.028547968 -0.029224177 -0.03541996 -0.029393607
## demo$major4 -0.031351669 -0.050365300  0.006461264 -0.09396108 -0.075608281
## demo$major5 -0.029942383 -0.032237080 -0.031076160 -0.02124734 -0.026453427
## demo$major6  0.038076179  0.043455977  0.027164388  0.05292068  0.047750280
## demo$major7  0.019046802  0.018759425  0.016727242  0.01034238  0.011510360
## demo$major8  0.014499342  0.018853634  0.003197816  0.03013847  0.024225313
##                      171          172          173          174          175
## (Intercept)  0.103641709  0.113772428  0.100380890  0.091520018  0.114585055
## demo$major1 -0.006376069 -0.004861759  0.003383219  0.003755204 -0.004148056
## demo$major2  0.023037682  0.019762720 -0.007399872 -0.014741351  0.003335710
## demo$major3 -0.028339736 -0.034145724 -0.029273257 -0.023770683 -0.026331765
## demo$major4 -0.094739632 -0.074017076 -0.003606697 -0.012154939 -0.045402665
## demo$major5 -0.021898929 -0.018355189 -0.034629429 -0.034947114 -0.029536750
## demo$major6  0.051752678  0.045964243  0.029656388  0.032582402  0.040393940
## demo$major7 -0.004275439 -0.002054562  0.009031904  0.011733902  0.009497213
## demo$major8  0.024176918  0.019739806  0.004740146  0.005943352  0.013783726
##                      176          177          178          179           180
## (Intercept)  0.108087688  0.503805126  0.166004959  0.114208347  0.0909740881
## demo$major1 -0.006503486  0.008682971  0.009586459  0.007103159 -0.0040349638
## demo$major2  0.023820444 -0.011659991 -0.012359327 -0.017420413  0.0008169877
## demo$major3 -0.029698562  0.028904493 -0.011016268 -0.022425448 -0.0255750731
## demo$major4 -0.093162315  0.070268948  0.039668799  0.019124987 -0.0543887222
## demo$major5 -0.021677630  0.017584119 -0.016372119 -0.027759279 -0.0319731334
## demo$major6  0.051350816 -0.041354819  0.006202302  0.021090132  0.0431324821
## demo$major7 -0.004426576 -0.008286258 -0.015785312  0.008077874  0.0145996229
## demo$major8  0.023894521 -0.026835769 -0.009310775 -0.006132502  0.0171314738
##                      181          182          183         184          185
## (Intercept)  0.097990113  0.148382804  0.100848020  0.15146214  0.110341182
## demo$major1  0.001951139  0.010501908 -0.009676064  0.01076282 -0.008541270
## demo$major2 -0.024495940 -0.007634503  0.007129349 -0.01467840  0.007577376
## demo$major3 -0.033852702 -0.002853102 -0.033686719 -0.01852735 -0.026497008
## demo$major4  0.010290142  0.020002076 -0.071262222  0.03734905 -0.062148410
## demo$major5 -0.029641844 -0.021767552 -0.027196081 -0.01929671 -0.025474628
## demo$major6  0.028085386  0.012774741  0.048729819  0.01349759  0.043457386
## demo$major7  0.021439745 -0.023362417  0.015854744 -0.01933140  0.007103145
## demo$major8  0.006124538 -0.001353829  0.024034207 -0.01002333  0.022667799
##                      186           187           188         189         190
## (Intercept)  0.143597835  0.0917090567  0.1231684761  0.10558899  0.10779148
## demo$major1  0.012662960  0.0002489613  0.0060230651 -0.01087645 -0.01150981
## demo$major2 -0.018767490 -0.0118543799 -0.0101630684  0.01510731  0.01395749
## demo$major3 -0.008845454 -0.0314345700 -0.0221641255 -0.03541996 -0.03559870
## demo$major4  0.036957721 -0.0099480505  0.0063996302 -0.09396108 -0.09329873
## demo$major5 -0.021293038 -0.0361108753 -0.0300417794 -0.02124734 -0.02061646
## demo$major6  0.012638984  0.0318987017  0.0244108555  0.05292068  0.05290639
## demo$major7 -0.020297689  0.0209471401 -0.0009806111  0.01034238  0.01094133
## demo$major8 -0.008611254  0.0104521769  0.0036510581  0.03013847  0.03045924
##                      191          192         193          194          195
## (Intercept)  0.223041936  0.100731866  0.10779148  0.100848020  0.095745541
## demo$major1  0.015430032 -0.007869774 -0.01150981 -0.009676064 -0.004255631
## demo$major2 -0.022714106  0.021872637  0.01395749  0.007129349  0.009802568
## demo$major3  0.013476460 -0.029990676 -0.03559870 -0.033686719 -0.030302919
## demo$major4  0.059976932 -0.100731866 -0.09329873 -0.071262222 -0.059160175
## demo$major5 -0.006486810 -0.022281045 -0.02061646 -0.027196081 -0.025961836
## demo$major6 -0.008440043  0.052316960  0.05290639  0.048729819  0.043001811
## demo$major7 -0.037740647  0.003812064  0.01094133  0.015854744  0.009828170
## demo$major8 -0.019260909  0.027200692  0.03045924  0.024034207  0.016610930
##                     196          197          198           199         200
## (Intercept)  0.09755502  0.092441731  0.134583210  0.1011979713  0.10779148
## demo$major1 -0.00817261 -0.003029059  0.009160278 -0.0073308921 -0.01150981
## demo$major2  0.01084600 -0.011044710 -0.009551832  0.0221134186  0.01395749
## demo$major3 -0.03102244 -0.030262102 -0.021581337 -0.0289457332 -0.03559870
## demo$major4 -0.07374550 -0.027826347  0.014065439 -0.0982481188 -0.09329873
## demo$major5 -0.02859639 -0.037878482 -0.025342296 -0.0223387378 -0.02061646
## demo$major6  0.04832398  0.037953952  0.022716111  0.0520573889  0.05290639
## demo$major7  0.01337441  0.022707257 -0.016090059  0.0004527855  0.01094133
## demo$major8  0.02261549  0.015969801  0.001325981  0.0260268415  0.03045924
##                      201          202          203           204          205
## (Intercept)  0.092386298  0.096773422  0.094348922  9.897452e-02  0.119933425
## demo$major1  0.005431733 -0.004416913  0.003655191 -5.860108e-03  0.005956559
## demo$major2 -0.017574288 -0.013770594 -0.020688505  8.443624e-05 -0.005317961
## demo$major3 -0.027795604 -0.032066928 -0.030950253 -3.435713e-02 -0.010497242
## demo$major4  0.004387896 -0.026437030  0.008215181 -5.365729e-02 -0.005179326
## demo$major5 -0.030848157 -0.036403085 -0.031148683 -2.347026e-02 -0.032633944
## demo$major6  0.026985110  0.038211192  0.027468597  4.321211e-02  0.025676828
## demo$major7  0.014350360  0.024358037  0.018780136  1.553202e-02 -0.014221541
## demo$major8  0.002502653  0.017208413  0.004447566  2.172438e-02  0.006876875
##                      206          207          208          209          210
## (Intercept)  0.593633127  0.104752558  0.101566471  0.092003754  0.118566373
## demo$major1  0.005933441  0.002106829 -0.004877114 -0.002551931  0.011915248
## demo$major2 -0.005807135 -0.006370362  0.006408186 -0.004583791 -0.017968626
## demo$major3  0.029611531 -0.015248808 -0.036949087 -0.029554950 -0.014050541
## demo$major4  0.064903458 -0.021950010 -0.056249251 -0.033180224  0.026214771
## demo$major5  0.019864653 -0.026334481 -0.026004521 -0.029872946 -0.023037198
## demo$major6 -0.045251990  0.032450429  0.042674583  0.037828617  0.018252331
## demo$major7 -0.002661809 -0.004677539  0.012940062  0.017080111 -0.014803610
## demo$major8 -0.019330282  0.007021021  0.021978011  0.013337265 -0.003339316
##                      211           212           213         214          215
## (Intercept)  0.093547188  0.0894540538  0.1257914455  0.10018150  0.160842369
## demo$major1 -0.002144462  0.0001435447  0.0056679149 -0.00451101  0.013214471
## demo$major2  0.002694266 -0.0056751183 -0.0216597267 -0.01707427 -0.021438362
## demo$major3 -0.028148173 -0.0249069666 -0.0192745055 -0.03088153 -0.004547599
## demo$major4 -0.056961822 -0.0302640226  0.0208752212 -0.02984511  0.036340730
## demo$major5 -0.032410601 -0.0384963865 -0.0241548627 -0.02684478 -0.018696089
## demo$major6  0.042205243  0.0369464918  0.0160481671  0.04004412  0.009826842
## demo$major7  0.012026523  0.0134802954  0.0085683241  0.02094996 -0.016982720
## demo$major8  0.020145379  0.0122069081  0.0007561222  0.01517229 -0.009644521
##                      216           217          218          219          220
## (Intercept)  0.147969366  0.1011979713  0.091077585  0.101427350  0.104286458
## demo$major1  0.009339369 -0.0073308921  0.003135821 -0.008668758 -0.005406831
## demo$major2 -0.018215263  0.0221134186 -0.014879537  0.020473767 -0.003663180
## demo$major3 -0.021425566 -0.0289457332 -0.024930245 -0.031269412 -0.022717380
## demo$major4  0.024444427 -0.0982481188 -0.015128218 -0.098494799 -0.039671074
## demo$major5 -0.024343129 -0.0223387378 -0.034856640 -0.022505303 -0.029860549
## demo$major6  0.019029737  0.0520573889  0.032941421  0.052378997  0.038040788
## demo$major7 -0.003447221  0.0004527855  0.015332672  0.005991047  0.010862530
## demo$major8 -0.001376291  0.0260268415  0.007289537  0.027741301  0.018127309
##                      221         222         223          224          225
## (Intercept)  0.136952176  0.10779148  0.10779148  0.158473562  0.192226823
## demo$major1  0.003457928 -0.01150981 -0.01150981  0.003075392  0.015966900
## demo$major2 -0.003421684  0.01395749  0.01395749 -0.005781890 -0.014723284
## demo$major3 -0.008174797 -0.03559870 -0.03559870 -0.019331870  0.002052600
## demo$major4 -0.003618842 -0.09329873 -0.09329873  0.009911318  0.057773177
## demo$major5 -0.018976153 -0.02061646 -0.02061646 -0.026054963 -0.009670917
## demo$major6  0.022801978  0.05290639  0.05290639  0.015755519  0.000327119
## demo$major7 -0.014665955  0.01094133  0.01094133  0.002902374 -0.045046060
## demo$major8 -0.001933524  0.03045924  0.03045924  0.002254315 -0.015650906
##                      226           227          228           229          230
## (Intercept)  0.102040351  0.1062780192  0.094348922  0.0945698523  0.103802961
## demo$major1  0.006125009  0.0014047418  0.003655191  0.0004727067 -0.010242289
## demo$major2 -0.011815577 -0.0132680423 -0.020688505 -0.0200979582  0.016701794
## demo$major3 -0.020196474 -0.0323765512 -0.030950253 -0.0292581492 -0.033928415
## demo$major4 -0.001716726 -0.0008467092  0.008215181 -0.0099303539 -0.095056606
## demo$major5 -0.032573028 -0.0310471061 -0.031148683 -0.0343752424 -0.021928139
## demo$major6  0.027211032  0.0301346703  0.027468597  0.0336848345  0.052777018
## demo$major7  0.001465124  0.0100127645  0.018780136  0.0211764209  0.009308979
## demo$major8  0.006299760  0.0091465923  0.004447566  0.0098759866  0.029384620
##                     231          232           233           234          235
## (Intercept)  0.37385647  0.099007953  1.098285e-01  1.184822e-01  0.551018215
## demo$major1  0.01224225 -0.009026149  6.138856e-03  4.153243e-03  0.007095532
## demo$major2 -0.02187956  0.008728974 -1.025440e-02 -1.310252e-02 -0.008202091
## demo$major3  0.02429950 -0.032159792 -2.148464e-02 -1.810877e-02  0.029773153
## demo$major4  0.07295204 -0.072301721  4.925634e-03 -6.115239e-05  0.068029404
## demo$major5  0.01115557 -0.027906058 -3.020120e-02 -2.833576e-02  0.019253073
## demo$major6 -0.03059490  0.048566616  2.698673e-02  2.387030e-02 -0.043498338
## demo$major7 -0.01837024  0.014817616 -4.116580e-03  8.668333e-03 -0.004933232
## demo$major8 -0.03125850  0.023244922  8.852743e-05 -2.673352e-04 -0.022561498
##                      236           237          238          239          240
## (Intercept)  0.092386298  0.0890193606  0.108122193  0.181568878  0.257421179
## demo$major1  0.005431733 -0.0004515442  0.008707471  0.008922824  0.009671473
## demo$major2 -0.017574288 -0.0058400696 -0.014125332 -0.018284313 -0.020333123
## demo$major3 -0.027795604 -0.0260364492 -0.018103311  0.001431997  0.009910824
## demo$major4  0.004387896 -0.0331187394  0.021445914  0.041452705  0.055320134
## demo$major5 -0.030848157 -0.0383921259 -0.026739251 -0.016059284 -0.003937513
## demo$major6  0.026985110  0.0372808276  0.019632031  0.001396435 -0.011851828
## demo$major7  0.014350360  0.0170004058 -0.007057120 -0.009871633 -0.016312322
## demo$major8  0.002502653  0.0135030000 -0.002836641 -0.016733340 -0.025150214
##                      241          242          243         244           245
## (Intercept)  0.092386298  0.143874718  0.097878175  0.10779148  0.1419551697
## demo$major1  0.005431733  0.012228894  0.002107503 -0.01150981  0.0056878136
## demo$major2 -0.017574288 -0.016242279 -0.013319264  0.01395749 -0.0025746564
## demo$major3 -0.027795604 -0.011344491 -0.032873319 -0.03559870 -0.0208813719
## demo$major4  0.004387896  0.032595870 -0.016117169 -0.09329873  0.0145074154
## demo$major5 -0.030848157 -0.018906772 -0.026717444 -0.02061646 -0.0249179056
## demo$major6  0.026985110  0.012030767  0.032834218  0.05290639  0.0192669260
## demo$major7  0.014350360 -0.021429119  0.014778022  0.01094133 -0.0149195278
## demo$major8  0.002502653 -0.007670877  0.011467720  0.03045924  0.0009553335
##                      246          247          248          249          250
## (Intercept)  0.218141739  0.090222144  0.137211516  0.248792941  0.100474978
## demo$major1  0.008769332  0.002583532  0.008463579  0.011591415  0.001210600
## demo$major2 -0.022059491 -0.008584390 -0.016519985 -0.031215103 -0.025629969
## demo$major3  0.002694578 -0.027203178 -0.017535311  0.016773718 -0.034067676
## demo$major4  0.050514978 -0.010857064  0.035669840  0.048916983  0.010636134
## demo$major5 -0.010426889 -0.035948420 -0.018425475 -0.004333639 -0.028934932
## demo$major6 -0.006598226  0.031100316  0.014987208 -0.012456256  0.028175293
## demo$major7 -0.004448200  0.013031776 -0.019697245 -0.002499571  0.022071547
## demo$major8 -0.020806737  0.007251567 -0.002063028 -0.019522232  0.006572498
##                       251          252          253          254          255
## (Intercept)  0.1250286210  0.096269689  0.117090338  0.096503804  0.122265406
## demo$major1  0.0111936433 -0.006045708  0.006910638 -0.006537423  0.007551470
## demo$major2 -0.0233166264  0.014143252 -0.017492234  0.008114200 -0.016043362
## demo$major3 -0.0151219535 -0.027051867 -0.023531370 -0.029393607 -0.017749574
## demo$major4  0.0197525238 -0.075248668  0.020033408 -0.075608281  0.022515738
## demo$major5 -0.0239548405 -0.028392084 -0.027765747 -0.026453427 -0.024378408
## demo$major6  0.0193868348  0.047765006  0.020561054  0.047750280  0.017302558
## demo$major7 -0.0005189698  0.005855776  0.009407535  0.011510360  0.002244245
## demo$major8 -0.0026760721  0.019736807 -0.006289175  0.024225313 -0.006994164
##                      256          257          258          259          260
## (Intercept)  0.091931593  0.101427350  0.101427350  0.102397285  0.492971368
## demo$major1  0.001200399 -0.008668758 -0.008668758 -0.009408014  0.005703404
## demo$major2 -0.004874561  0.020473767  0.020473767  0.018803923 -0.017533882
## demo$major3 -0.024226069 -0.031269412 -0.031269412 -0.032819467  0.022492198
## demo$major4 -0.026100872 -0.098494799 -0.098494799 -0.096549332  0.056578182
## demo$major5 -0.038126378 -0.022505303 -0.022505303 -0.022589567  0.010941127
## demo$major6  0.036505798  0.052378997  0.052378997  0.052555648 -0.032051017
## demo$major7  0.008569342  0.005991047  0.005991047  0.007877056  0.006862831
## demo$major8  0.010141301  0.027741301  0.027741301  0.028787535 -0.014137639
##                      261          262          263          264          265
## (Intercept)  0.092386298  0.110241245  0.095408384  0.351438931  0.497615623
## demo$major1  0.005431733  0.008839684  0.007210411  0.006697325  0.008884006
## demo$major2 -0.017574288 -0.013453312 -0.016685170 -0.014727535 -0.013585815
## demo$major3 -0.027795604 -0.018458347 -0.025910014  0.009028898  0.027365297
## demo$major4  0.004387896  0.023092088  0.012083473  0.059349451  0.069204653
## demo$major5 -0.030848157 -0.026502205 -0.030474285  0.002077076  0.015923680
## demo$major6  0.026985110  0.019453150  0.026049787 -0.021224316 -0.040007284
## demo$major7  0.014350360 -0.008446828  0.005547528 -0.007773747 -0.010198366
## demo$major8  0.002502653 -0.003202167 -0.001130251 -0.025003248 -0.024963485
##                     266          267          268          269          270
## (Intercept)  0.10779148  0.113420783  0.103802961  0.201723758  0.093839944
## demo$major1 -0.01150981  0.011238764 -0.010242289  0.010586318  0.000238844
## demo$major2  0.01395749 -0.019403036  0.016701794 -0.018453941 -0.001271556
## demo$major3 -0.03559870 -0.019861815 -0.033928415  0.011443480 -0.030811707
## demo$major4 -0.09329873  0.023702963 -0.095056606  0.034639879 -0.037939323
## demo$major5 -0.02061646 -0.026437584 -0.021928139 -0.016167629 -0.030100087
## demo$major6  0.05290639  0.021502163  0.052777018  0.002460169  0.036756582
## demo$major7  0.01094133 -0.007499042  0.009308979 -0.022967587  0.012179822
## demo$major8  0.03045924 -0.002663086  0.029384620 -0.014152436  0.015783128
##                       271           272          273          274          275
## (Intercept)  0.0924843868  0.1518338238  0.159046148  0.101427350  0.230861456
## demo$major1 -0.0005457425  0.0125942590  0.009116870 -0.008668758  0.009583874
## demo$major2 -0.0091972303 -0.0165186966 -0.017003765  0.020473767 -0.016162112
## demo$major3 -0.0248329414  0.0002609646 -0.004858947 -0.031269412  0.005656940
## demo$major4 -0.0365837657  0.0369773650  0.033936309 -0.098494799  0.052157412
## demo$major5 -0.0286770169 -0.0179235733 -0.018994600 -0.022505303 -0.008414533
## demo$major6  0.0391465987  0.0070943670  0.005531824  0.052378997 -0.007626320
## demo$major7  0.0135353796 -0.0229099879 -0.011771132  0.005991047 -0.021636722
## demo$major8  0.0114319352 -0.0083206903 -0.008257064  0.027741301 -0.020635335
##                       276          277          278           279         280
## (Intercept)  0.1529378763  0.092386298  0.090896895  0.0941229807  0.37989242
## demo$major1  0.0120526397  0.005431733 -0.002123336  0.0009823022  0.01171220
## demo$major2 -0.0176227490 -0.017574288 -0.008908547 -0.0135651754 -0.02121106
## demo$major3 -0.0008430879 -0.027795604 -0.029069090 -0.0285249629  0.02475008
## demo$major4  0.0358733125  0.004387896 -0.029168499 -0.0152586274  0.07309903
## demo$major5 -0.0189643314 -0.030848157 -0.038623055 -0.0261815264  0.01168024
## demo$major6  0.0074016151  0.026985110  0.037658326  0.0335201796 -0.03136141
## demo$major7 -0.0240140403  0.014350360  0.021229971  0.0154212887 -0.01770385
## demo$major8 -0.0056759900  0.002502653  0.015287707  0.0071434273 -0.03115424
##                      281           282          283           284          285
## (Intercept)  0.170268231  0.0932896169  0.100209912  0.0917396547  0.098515950
## demo$major1  0.014670358 -0.0006822877  0.007152404 -0.0048751729 -0.007870275
## demo$major2 -0.016094124 -0.0140238589 -0.016099634 -0.0005686375 -0.007068701
## demo$major3  0.002232772 -0.0326464479 -0.027385093 -0.0269209404 -0.031486125
## demo$major4  0.044017484 -0.0086501184  0.014544186 -0.0522259769 -0.047464899
## demo$major5 -0.012936117 -0.0353628971 -0.030273565 -0.0321779393 -0.030111499
## demo$major6  0.004305323  0.0322242150  0.025402067  0.0432349462  0.043930195
## demo$major7 -0.036469059  0.0224566563  0.005501972  0.0168317739  0.021846597
## demo$major8 -0.010448902  0.0111662823 -0.001623081  0.0177304841  0.020697017
##                      286          287          288          289           290
## (Intercept)  0.109463030  0.096510284  0.101427350  0.136034003  0.1005850091
## demo$major1  0.009083211 -0.001446232 -0.008668758  0.014863999 -0.0040909074
## demo$major2 -0.012675096  0.008270999  0.020473767 -0.014208765  0.0112601032
## demo$major3 -0.023010622 -0.026445578 -0.031269412 -0.003278730 -0.0267296071
## demo$major4  0.023870303 -0.050356438 -0.098494799  0.040436585 -0.0702819788
## demo$major5 -0.025723990 -0.034239991 -0.022505303 -0.019227378 -0.0256689072
## demo$major6  0.021429926  0.041891475  0.052378997  0.010843718  0.0469824016
## demo$major7 -0.007668613  0.003664588  0.005991047 -0.035047632 -0.0001416792
## demo$major8 -0.004764456  0.014138189  0.027741301 -0.007715488  0.0202822161
##                     291          292         293           294          295
## (Intercept)  0.10779148  0.095686135  0.10779148  0.0937759207  0.095816295
## demo$major1 -0.01150981 -0.001437377 -0.01150981  0.0069229838 -0.006598876
## demo$major2  0.01395749 -0.004370034  0.01395749 -0.0167238622  0.013922719
## demo$major3 -0.03559870 -0.033813589 -0.03559870 -0.0259242673 -0.028125344
## demo$major4 -0.09329873 -0.033957740 -0.09329873  0.0101201832 -0.077852223
## demo$major5 -0.02061646 -0.030385116 -0.02061646 -0.0305945902 -0.028317164
## demo$major6  0.05290639  0.037137112  0.05290639  0.0263424390  0.048045967
## demo$major7  0.01094133  0.016440731  0.01094133  0.0064747059  0.009263278
## demo$major8  0.03045924  0.017553056  0.03045924 -0.0001346927  0.020954992
##                       296          297          298          299         300
## (Intercept)  0.1040001276  0.109744812  0.567504503  0.105534379  0.10779148
## demo$major1  0.0005316798  0.003547965  0.006340080 -0.006298326 -0.01150981
## demo$major2 -0.0109901507 -0.021411444 -0.007002937  0.023751335  0.01395749
## demo$major3 -0.0299110624 -0.030854687  0.029996812 -0.028693550 -0.03559870
## demo$major4  0.0014311823  0.020125318  0.067110882 -0.093629617 -0.09329873
## demo$major5 -0.0313432171 -0.025247292  0.019773566 -0.021681673 -0.02061646
## demo$major6  0.0278647802  0.023818661 -0.044497147  0.051712480  0.05290639
## demo$major7  0.0122906561  0.010242657 -0.003779012 -0.005534379  0.01094133
## demo$major8  0.0081723980  0.003106977 -0.021046507  0.023937580  0.03045924
##                     301          302          303          304           305
## (Intercept)  0.10779148  0.110553355  0.092833509  0.102397285  0.1049229658
## demo$major1 -0.01150981  0.011413676  0.006071680 -0.009408014  0.0068806730
## demo$major2  0.01395749 -0.019324065 -0.017441849  0.018803923 -0.0150631712
## demo$major3 -0.03559870 -0.018770457 -0.026617712 -0.032819467 -0.0201250336
## demo$major4 -0.09329873  0.022779978  0.007490116 -0.096549332  0.0134980868
## demo$major5 -0.02061646 -0.026437550 -0.030922299 -0.022589567 -0.0271694699
## demo$major6  0.05290639  0.022026969  0.026594020  0.052555648  0.0206677279
## demo$major7  0.01094133 -0.008758938  0.010671966  0.007877056  0.0020662815
## demo$major8  0.03045924 -0.002520625  0.001109156  0.028787535  0.0008860064
##                      306          307           308           309          310
## (Intercept)  0.095686135  0.090896895  0.2907489792  0.1029606524  0.275394787
## demo$major1 -0.001437377 -0.002123336  0.0115059212  0.0007979346  0.014619883
## demo$major2 -0.004370034 -0.008908547 -0.0289628858 -0.0078905421 -0.025039029
## demo$major3 -0.033813589 -0.029069090  0.0180837325 -0.0256788934  0.015509562
## demo$major4 -0.033957740 -0.029168499  0.0638326941 -0.0270112853  0.068478730
## demo$major5 -0.030385116 -0.038623055  0.0006389784 -0.0273477292  0.001338828
## demo$major6  0.037137112  0.037658326 -0.0191914003  0.0375505728 -0.014413884
## demo$major7  0.016440731  0.021229971 -0.0084277916  0.0060137066 -0.030047918
## demo$major8  0.017553056  0.015287707 -0.0247107420  0.0077187736 -0.025657377
##                       311          312
## (Intercept)  0.0937759207  0.191210795
## demo$major1  0.0069229838  0.010401929
## demo$major2 -0.0167238622 -0.003907879
## demo$major3 -0.0259242673  0.003357650
## demo$major4  0.0101201832  0.031810788
## demo$major5 -0.0305945902 -0.017141019
## demo$major6  0.0263424390  0.005180885
## demo$major7  0.0064747059 -0.042036073
## demo$major8 -0.0001346927 -0.006189386
## 
## $f.perms
##              [,1]
##    [1,] 0.8336869
##    [2,] 0.9012730
##    [3,] 2.1036012
##    [4,] 1.2445268
##    [5,] 0.8615496
##    [6,] 1.3275969
##    [7,] 0.4637175
##    [8,] 1.6651068
##    [9,] 2.5357693
##   [10,] 0.9812370
##   [11,] 0.4676740
##   [12,] 0.5892330
##   [13,] 0.8864015
##   [14,] 0.3292043
##   [15,] 0.6788595
##   [16,] 1.3011512
##   [17,] 0.4683872
##   [18,] 1.0768438
##   [19,] 1.3779275
##   [20,] 0.3570375
##   [21,] 1.2565431
##   [22,] 1.5559988
##   [23,] 0.7782136
##   [24,] 1.2111605
##   [25,] 0.9122189
##   [26,] 1.3044127
##   [27,] 1.4376679
##   [28,] 0.7657699
##   [29,] 0.6639304
##   [30,] 0.5982825
##   [31,] 0.3596270
##   [32,] 0.5644739
##   [33,] 1.5022088
##   [34,] 0.8497493
##   [35,] 1.3549364
##   [36,] 0.7057517
##   [37,] 1.1517884
##   [38,] 2.4409604
##   [39,] 1.4214522
##   [40,] 1.1582283
##   [41,] 0.4982161
##   [42,] 0.4824478
##   [43,] 0.5576270
##   [44,] 1.2690751
##   [45,] 1.4351330
##   [46,] 0.2486887
##   [47,] 2.2548089
##   [48,] 0.9725397
##   [49,] 2.1972497
##   [50,] 0.4634890
##   [51,] 1.3083286
##   [52,] 0.6195248
##   [53,] 0.9903570
##   [54,] 1.6241368
##   [55,] 0.6174286
##   [56,] 0.8032029
##   [57,] 0.8905039
##   [58,] 1.6253717
##   [59,] 1.1577944
##   [60,] 0.5638431
##   [61,] 1.3601528
##   [62,] 0.4700189
##   [63,] 0.8127522
##   [64,] 1.9095097
##   [65,] 0.8366627
##   [66,] 1.5465885
##   [67,] 0.7388096
##   [68,] 0.6228305
##   [69,] 1.4040618
##   [70,] 1.0471692
##   [71,] 0.5171096
##   [72,] 1.2847195
##   [73,] 0.7308588
##   [74,] 0.3881603
##   [75,] 0.9582148
##   [76,] 1.3810381
##   [77,] 1.5376651
##   [78,] 0.7948389
##   [79,] 0.8693367
##   [80,] 0.3868813
##   [81,] 1.3750061
##   [82,] 0.5823494
##   [83,] 1.2002896
##   [84,] 0.3244469
##   [85,] 1.0705904
##   [86,] 0.8024499
##   [87,] 0.9015778
##   [88,] 1.3566980
##   [89,] 0.8647528
##   [90,] 0.6880375
##   [91,] 0.7117850
##   [92,] 0.9802040
##   [93,] 1.2970890
##   [94,] 0.6550141
##   [95,] 2.5388135
##   [96,] 1.1129105
##   [97,] 0.6129984
##   [98,] 1.1217706
##   [99,] 1.4691364
##  [100,] 1.4644362
##  [101,] 0.8981462
##  [102,] 0.4078537
##  [103,] 0.6061378
##  [104,] 0.6412636
##  [105,] 1.0264053
##  [106,] 1.0542601
##  [107,] 0.9189453
##  [108,] 0.6229999
##  [109,] 0.7951542
##  [110,] 0.4082268
##  [111,] 0.7334979
##  [112,] 0.6629059
##  [113,] 0.7993630
##  [114,] 0.7825521
##  [115,] 0.6856893
##  [116,] 0.9670556
##  [117,] 2.0984961
##  [118,] 1.1480982
##  [119,] 1.2962915
##  [120,] 0.5169750
##  [121,] 0.7684404
##  [122,] 0.7633434
##  [123,] 0.5730687
##  [124,] 2.1541872
##  [125,] 0.7968531
##  [126,] 0.8560888
##  [127,] 0.4590745
##  [128,] 1.3034062
##  [129,] 0.3656980
##  [130,] 0.9045205
##  [131,] 0.7251674
##  [132,] 1.2655018
##  [133,] 0.7250659
##  [134,] 1.5218106
##  [135,] 0.5508482
##  [136,] 1.3938139
##  [137,] 1.7035996
##  [138,] 0.8280553
##  [139,] 0.9150026
##  [140,] 0.2893967
##  [141,] 1.6467773
##  [142,] 0.8064553
##  [143,] 0.6847791
##  [144,] 0.9836057
##  [145,] 0.7300429
##  [146,] 0.7813487
##  [147,] 0.7414013
##  [148,] 2.0886940
##  [149,] 0.5247197
##  [150,] 0.6686683
##  [151,] 0.8997400
##  [152,] 0.8643275
##  [153,] 0.5616664
##  [154,] 0.5172828
##  [155,] 0.6963499
##  [156,] 0.9286537
##  [157,] 0.4364612
##  [158,] 2.9316682
##  [159,] 0.4222063
##  [160,] 0.4408730
##  [161,] 1.0172406
##  [162,] 1.4655071
##  [163,] 0.5006285
##  [164,] 0.7121643
##  [165,] 3.9917481
##  [166,] 0.8910174
##  [167,] 0.9214099
##  [168,] 1.3064096
##  [169,] 1.1451671
##  [170,] 2.3446541
##  [171,] 2.1254847
##  [172,] 0.9907944
##  [173,] 2.1518285
##  [174,] 1.2324663
##  [175,] 0.3344450
##  [176,] 0.9411486
##  [177,] 1.4411561
##  [178,] 0.7479156
##  [179,] 0.9301792
##  [180,] 0.9939673
##  [181,] 0.5852181
##  [182,] 0.6489293
##  [183,] 0.9345054
##  [184,] 0.4065407
##  [185,] 1.1618513
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##  [809,] 1.4613462
##  [810,] 0.5484985
##  [811,] 1.0978515
##  [812,] 0.9241034
##  [813,] 0.6214674
##  [814,] 0.7215052
##  [815,] 0.4622183
##  [816,] 1.8541212
##  [817,] 0.6710473
##  [818,] 1.4097836
##  [819,] 0.8592967
##  [820,] 0.9866672
##  [821,] 0.5225036
##  [822,] 0.8614200
##  [823,] 1.4878413
##  [824,] 0.8551123
##  [825,] 0.4575199
##  [826,] 0.7553228
##  [827,] 0.8694209
##  [828,] 2.1214820
##  [829,] 0.1312183
##  [830,] 0.8666791
##  [831,] 1.5112631
##  [832,] 0.8995704
##  [833,] 1.2435290
##  [834,] 0.8406158
##  [835,] 0.6762183
##  [836,] 0.6396227
##  [837,] 0.7007131
##  [838,] 1.2392124
##  [839,] 2.2077852
##  [840,] 0.4637165
##  [841,] 0.7060162
##  [842,] 0.7514567
##  [843,] 0.5227076
##  [844,] 0.4821842
##  [845,] 0.3555419
##  [846,] 1.2683049
##  [847,] 1.8921362
##  [848,] 0.8183720
##  [849,] 0.4347603
##  [850,] 0.5410691
##  [851,] 0.6352119
##  [852,] 3.0870731
##  [853,] 1.5161379
##  [854,] 1.7473920
##  [855,] 0.9971628
##  [856,] 0.8432629
##  [857,] 2.5432847
##  [858,] 0.7535393
##  [859,] 1.2064417
##  [860,] 0.3813031
##  [861,] 0.7320964
##  [862,] 0.7524447
##  [863,] 0.7155894
##  [864,] 1.6493420
##  [865,] 0.6941646
##  [866,] 0.6222290
##  [867,] 1.0573426
##  [868,] 0.7900125
##  [869,] 1.7079553
##  [870,] 1.4815400
##  [871,] 1.7792742
##  [872,] 0.9347060
##  [873,] 1.3262296
##  [874,] 0.9218982
##  [875,] 0.8481416
##  [876,] 0.4464804
##  [877,] 0.5958769
##  [878,] 1.1412552
##  [879,] 0.8264744
##  [880,] 0.3180666
##  [881,] 0.5817578
##  [882,] 1.4044833
##  [883,] 1.5635590
##  [884,] 0.6394484
##  [885,] 0.8841581
##  [886,] 0.5433080
##  [887,] 0.4567658
##  [888,] 2.3944498
##  [889,] 2.0122450
##  [890,] 1.4642067
##  [891,] 0.4938066
##  [892,] 0.5232256
##  [893,] 0.5484403
##  [894,] 0.7117565
##  [895,] 0.9876134
##  [896,] 0.9364949
##  [897,] 2.8357893
##  [898,] 0.8856242
##  [899,] 0.5645831
##  [900,] 0.7989707
##  [901,] 0.9011639
##  [902,] 0.8349328
##  [903,] 1.1035970
##  [904,] 0.7177855
##  [905,] 1.2470312
##  [906,] 0.6732102
##  [907,] 1.3344442
##  [908,] 0.8046383
##  [909,] 0.7197096
##  [910,] 0.6319230
##  [911,] 1.2052072
##  [912,] 0.3951585
##  [913,] 0.4528874
##  [914,] 0.5538076
##  [915,] 0.5191700
##  [916,] 0.8009021
##  [917,] 0.6776954
##  [918,] 0.6384346
##  [919,] 0.9327961
##  [920,] 0.5446576
##  [921,] 0.4803583
##  [922,] 0.7116651
##  [923,] 0.8504268
##  [924,] 1.3095689
##  [925,] 0.9211569
##  [926,] 1.2574338
##  [927,] 1.3218901
##  [928,] 0.5680374
##  [929,] 0.7358356
##  [930,] 0.7908206
##  [931,] 1.1561787
##  [932,] 0.9402612
##  [933,] 1.5326258
##  [934,] 0.5121368
##  [935,] 0.7040315
##  [936,] 1.5245933
##  [937,] 0.5687161
##  [938,] 0.6661395
##  [939,] 0.5233294
##  [940,] 1.1438956
##  [941,] 1.0081359
##  [942,] 0.6431390
##  [943,] 2.7193739
##  [944,] 2.1985433
##  [945,] 0.5749123
##  [946,] 0.6024781
##  [947,] 0.4257110
##  [948,] 1.0355666
##  [949,] 2.3595030
##  [950,] 1.6972742
##  [951,] 0.4713768
##  [952,] 1.2522658
##  [953,] 0.9292031
##  [954,] 1.0125378
##  [955,] 0.7242651
##  [956,] 1.0038251
##  [957,] 0.7977626
##  [958,] 1.2836879
##  [959,] 1.5324853
##  [960,] 0.8299792
##  [961,] 0.7858903
##  [962,] 1.1519821
##  [963,] 1.2273749
##  [964,] 0.4310301
##  [965,] 1.3701543
##  [966,] 0.6956569
##  [967,] 1.8835492
##  [968,] 0.3526655
##  [969,] 1.4238846
##  [970,] 0.6678777
##  [971,] 1.9497843
##  [972,] 1.9401900
##  [973,] 0.8417261
##  [974,] 0.9570475
##  [975,] 2.4300429
##  [976,] 1.5579420
##  [977,] 0.5681539
##  [978,] 0.9063078
##  [979,] 0.5862367
##  [980,] 0.5276108
##  [981,] 1.1941814
##  [982,] 3.1833818
##  [983,] 0.4749166
##  [984,] 0.6879155
##  [985,] 1.4004547
##  [986,] 0.6505464
##  [987,] 0.5459178
##  [988,] 0.7918849
##  [989,] 1.3563854
##  [990,] 0.2817473
##  [991,] 0.6825878
##  [992,] 0.8549079
##  [993,] 0.4785544
##  [994,] 1.1078023
##  [995,] 0.7538326
##  [996,] 1.7910499
##  [997,] 0.8418109
##  [998,] 0.6920941
##  [999,] 0.4755564
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
## 4             1           0           0           0           0           0
## 5             1           0           0           0           0           0
## 6             1           0           0           0           0           0
## 7             1           0           0           0           0           0
## 8             1           0           0           0           0           0
## 9             1           0           0           0           0           0
## 10            1           1           0           0           0           0
## 11            1          -1          -1          -1          -1          -1
## 12            1           0           0           0           0           0
## 13            1           0           0           0           0           0
## 14            1           0           0           0           0           0
## 15            1          -1          -1          -1          -1          -1
## 16            1           0           0           1           0           0
## 17            1           0           0           0           0           0
## 18            1           0           0           0           0           1
## 19            1           1           0           0           0           0
## 20            1           0           0           0           0           0
## 21            1           0           0           0           0           0
## 22            1           0           0           0           0           0
## 23            1           0           0           0           0           0
## 24            1           1           0           0           0           0
## 25            1           0           0           0           0           0
## 26            1           0           0           0           0           0
## 27            1           0           0           0           0           0
## 28            1           0           0           0           0           0
## 29            1           0           0           0           0           0
## 30            1           0           0           0           0           0
## 31            1           0           0           0           0           0
## 32            1           0           0           0           0           0
## 33            1           1           0           0           0           0
## 34            1           0           0           0           0           0
## 35            1           0           0           0           0           0
## 36            1           0           0           0           0           1
## 37            1           0           0           0           0           0
## 38            1           0           0           0           0           0
## 39            1           0           0           0           0           0
## 40            1           0           0           0           0           0
## 41            1           0           1           0           0           0
## 42            1           0           1           0           0           0
## 43            1           0           0           0           0           0
## 44            1           0           0           0           0           0
## 45            1           0           0           0           0           0
## 46            1           0           0           0           0           1
## 47            1           0           0           0           0           0
## 48            1           0           0           0           0           0
## 49            1           0           0           0           0           0
## 50            1           0           0           0           0           0
## 51            1           0           0           0           0           0
## 52            1           0           0           0           0           0
## 53            1           1           0           0           0           0
## 54            1          -1          -1          -1          -1          -1
## 55            1           0           0           0           0           0
## 56            1           0           0           0           0           0
## 57            1           0           0           0           0           0
## 58            1          -1          -1          -1          -1          -1
## 59            1           0           0           0           0           0
## 60            1           0           0           0           0           0
## 61            1           1           0           0           0           0
## 62            1           0           0           0           0           1
## 63            1           1           0           0           0           0
## 64            1           0           0           0           0           0
## 65            1           0           0           0           0           0
## 66            1           0           0           0           0           0
## 67            1           0           0           1           0           0
## 68            1           0           0           0           0           0
## 69            1          -1          -1          -1          -1          -1
## 70            1           0           0           0           0           0
## 71            1           1           0           0           0           0
## 72            1           0           0           0           0           0
## 73            1           0           0           0           0           0
## 74            1           0           0           0           0           0
## 75            1           0           0           0           0           0
## 76            1           0           0           0           0           0
## 77            1           1           0           0           0           0
## 78            1           0           0           0           0           0
## 79            1           0           0           0           0           0
## 80            1           0           0           0           0           0
## 81            1           0           0           0           0           0
## 82            1           0           1           0           0           0
## 83            1           0           0           0           0           0
## 84            1           0           0           0           0           1
## 85            1           0           0           0           0           0
## 86            1           0           0           0           0           0
## 87            1          -1          -1          -1          -1          -1
## 88            1          -1          -1          -1          -1          -1
## 89            1           1           0           0           0           0
## 90            1           0           0           0           0           1
## 91            1          -1          -1          -1          -1          -1
## 92            1           0           0           0           0           0
## 93            1          -1          -1          -1          -1          -1
## 94            1           1           0           0           0           0
## 95            1           1           0           0           0           0
## 96            1           1           0           0           0           0
## 97            1           1           0           0           0           0
## 98            1           0           0           0           0           0
## 99            1          -1          -1          -1          -1          -1
## 100           1           0           0           0           0           1
## 101           1          -1          -1          -1          -1          -1
## 102           1           0           0           0           0           0
## 103           1           0           1           0           0           0
## 104           1           0           0           0           0           0
## 105           1           1           0           0           0           0
## 106           1           0           0           0           0           0
## 107           1          -1          -1          -1          -1          -1
## 108           1           0           0           0           0           0
## 109           1           1           0           0           0           0
## 110           1           0           0           0           0           0
## 111           1           0           0           0           0           0
## 112           1           0           0           0           0           0
## 113           1           1           0           0           0           0
## 114           1           0           0           0           0           0
## 115           1           0           0           0           0           0
## 116           1           0           0           0           0           0
## 117           1           1           0           0           0           0
## 118           1           0           0           0           0           0
## 119           1           0           0           0           0           0
## 120           1           0           0           0           0           0
## 121           1           0           0           0           0           0
## 122           1           1           0           0           0           0
## 123           1           1           0           0           0           0
## 124           1          -1          -1          -1          -1          -1
## 125           1           0           0           0           0           0
## 126           1           0           0           0           0           0
## 127           1           0           0           0           0           0
## 128           1           0           0           0           0           0
## 129           1           0           0           0           0           1
## 130           1           1           0           0           0           0
## 131           1           0           0           0           0           0
## 132           1           0           1           0           0           0
## 133           1           1           0           0           0           0
## 134           1           0           0           0           0           1
## 135           1           0           0           0           0           0
## 136           1           1           0           0           0           0
## 137           1           0           0           0           0           0
## 138           1           1           0           0           0           0
## 139           1           0           0           0           0           0
## 140           1           0           0           0           0           0
## 141           1          -1          -1          -1          -1          -1
## 142           1           0           0           0           0           0
## 143           1           1           0           0           0           0
## 144           1           1           0           0           0           0
## 145           1           0           0           0           0           0
## 146           1           0           0           0           0           0
## 147           1           1           0           0           0           0
## 148           1          -1          -1          -1          -1          -1
## 149           1           1           0           0           0           0
## 150           1           0           0           1           0           0
## 151           1           0           0           0           0           0
## 152           1           1           0           0           0           0
## 153           1           0           0           0           0           0
## 154           1           1           0           0           0           0
## 155           1          -1          -1          -1          -1          -1
## 156           1           1           0           0           0           0
## 157           1           1           0           0           0           0
## 158           1           1           0           0           0           0
## 159           1           0           0           0           0           1
## 160           1           0           0           0           0           0
## 161           1           1           0           0           0           0
## 162           1           1           0           0           0           0
## 163           1           0           0           0           0           0
## 164           1           0           0           0           0           0
## 165           1           0           0           0           0           0
## 166           1           0           0           0           0           0
## 167           1           0           0           0           0           0
## 168           1           0           0           0           0           0
## 169           1           0           0           0           0           0
## 170           1           1           0           0           0           0
## 171           1           0           0           0           0           0
## 172           1           0           0           1           0           0
## 173           1           0           0           0           0           0
## 174           1           1           0           0           0           0
## 175           1           1           0           0           0           0
## 176           1           1           0           0           0           0
## 177           1           0           0           0           0           0
## 178           1           0           0           0           0           0
## 179           1          -1          -1          -1          -1          -1
## 180           1           0           0           0           0           0
## 181           1           1           0           0           0           0
## 182           1           0           0           0           0           0
## 183           1           1           0           0           0           0
## 184           1           0           0           0           0           0
## 185           1           0           0           0           0           0
## 186           1           0           0           0           0           0
## 187           1           0           0           0           0           0
## 188           1           0           0           0           0           0
## 189           1          -1          -1          -1          -1          -1
## 190           1           0           0           0           0           0
## 191           1           0           0           0           0           0
## 192           1           0           0           0           1           0
## 193           1           0           0           1           0           0
## 194           1           1           0           0           0           0
## 195           1          -1          -1          -1          -1          -1
## 196           1           0           0           0           0           0
## 197           1          -1          -1          -1          -1          -1
## 198           1           0           0           0           0           0
## 199           1           1           0           0           0           0
## 200           1           1           0           0           0           0
## 201           1           0           0           0           0           0
## 202           1           0           0           0           0           0
## 203           1           0           0           0           0           0
## 204           1          -1          -1          -1          -1          -1
## 205           1           0           0           0           0           0
## 206           1           0           0           0           0           0
## 207           1           0           0           0           0           0
## 208           1          -1          -1          -1          -1          -1
## 209           1           1           0           0           0           0
## 210           1           1           0           0           0           0
## 211           1           0           0           0           0           0
## 212           1           0           0           0           0           0
## 213           1          -1          -1          -1          -1          -1
## 214           1          -1          -1          -1          -1          -1
## 215           1           0           0           0           0           0
## 216           1           0           0           0           0           0
## 217           1           0           0           0           0           0
## 218           1           0           0           0           0           0
## 219           1           0           0           0           0           0
## 220           1           0           0           0           0           0
## 221           1           1           0           0           0           0
## 222           1           0           0           0           0           0
## 223           1           0           0           0           0           0
## 224           1           0           0           0           0           0
## 225           1           0           0           0           0           0
## 226           1           0           0           0           0           0
## 227           1           0           0           0           0           0
## 228           1          -1          -1          -1          -1          -1
## 229           1           0           1           0           0           0
## 230           1           0           0           0           0           0
## 231           1           0           0           0           0           0
## 232           1           1           0           0           0           0
## 233           1           0           0           0           0           0
## 234           1           1           0           0           0           0
## 235           1           0           0           0           0           0
## 236           1           0           0           0           0           0
## 237           1           0           0           0           0           1
## 238           1           0           0           0           0           0
## 239           1           0           0           0           0           0
## 240           1           0           0           0           0           0
## 241           1           0           0           0           0           0
## 242           1           0           0           0           0           0
## 243           1           0           0           0           0           0
## 244           1           1           0           0           0           0
## 245           1           1           0           0           0           0
## 246           1           1           0           0           0           0
## 247           1           0           0           0           0           0
## 248           1           0           0           0           0           0
## 249           1           0           0           0           0           0
## 250           1           1           0           0           0           0
## 251           1          -1          -1          -1          -1          -1
## 252           1           0           0           0           0           1
## 253           1           0           0           0           0           0
## 254           1           0           0           0           0           0
## 255           1           0           0           0           0           0
## 256           1           0           1           0           0           0
## 257           1           0           0           0           0           0
## 258           1           0           0           0           0           0
## 259           1           0           0           0           0           1
## 260           1          -1          -1          -1          -1          -1
## 261           1           1           0           0           0           0
## 262           1          -1          -1          -1          -1          -1
## 263           1          -1          -1          -1          -1          -1
## 264           1           0           0           0           0           0
## 265           1           0           0           0           0           0
## 266           1           0           0           0           0           0
## 267           1           0           0           0           0           0
## 268           1           0           0           0           0           0
## 269           1           0           0           0           0           0
## 270           1           0           0           0           0           0
## 271           1           0           0           0           0           0
## 272           1           0           0           0           0           0
## 273           1           0           0           0           0           0
## 274           1           1           0           0           0           0
## 275           1           1           0           0           0           0
## 276           1           0           0           0           0           1
## 277           1           1           0           0           0           0
## 278           1           0           0           1           0           0
## 279           1           0           0           0           0           0
## 280           1           1           0           0           0           0
## 281           1           0           0           0           0           0
## 282           1           1           0           0           0           0
## 283           1           0           0           0           0           1
## 284           1           0           0           0           0           0
## 285           1          -1          -1          -1          -1          -1
## 286           1           0           0           0           0           0
## 287           1           0           0           0           0           0
## 288           1           0           0           0           0           0
## 289           1           0           0           0           0           0
## 290           1           1           0           0           0           0
## 291           1           0           0           0           0           0
## 292           1           1           0           0           0           0
## 293           1           1           0           0           0           0
## 294           1           0           0           0           0           0
## 295           1           1           0           0           0           0
## 296           1           0           0           0           0           0
## 297           1           0           0           1           0           0
## 298           1           0           0           0           0           0
## 299           1           0           0           0           0           0
## 300           1           1           0           0           0           0
## 301           1           1           0           0           0           0
## 302           1          -1          -1          -1          -1          -1
## 303           1           1           0           0           0           0
## 304           1           0           0           0           0           0
## 305           1           0           0           0           0           0
## 306           1           1           0           0           0           0
## 307           1           0           0           0           0           0
## 308           1          -1          -1          -1          -1          -1
## 309           1           0           0           0           0           0
## 310           1           1           0           0           0           0
## 311           1           0           0           0           0           0
## 312           1           1           0           0           0           0
##     demo$major6 demo$major7 demo$major8
## 1             0           0           0
## 2             0           0           0
## 3             1           0           0
## 4             1           0           0
## 5             1           0           0
## 6             1           0           0
## 7             1           0           0
## 8             1           0           0
## 9             1           0           0
## 10            0           0           0
## 11           -1          -1          -1
## 12            1           0           0
## 13            1           0           0
## 14            1           0           0
## 15           -1          -1          -1
## 16            0           0           0
## 17            1           0           0
## 18            0           0           0
## 19            0           0           0
## 20            1           0           0
## 21            1           0           0
## 22            1           0           0
## 23            1           0           0
## 24            0           0           0
## 25            1           0           0
## 26            1           0           0
## 27            1           0           0
## 28            1           0           0
## 29            1           0           0
## 30            0           0           1
## 31            1           0           0
## 32            1           0           0
## 33            0           0           0
## 34            1           0           0
## 35            1           0           0
## 36            0           0           0
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## 
## $terms
## se ~ demo$major
## attr(,"variables")
## list(se, demo$major)
## attr(,"factors")
##            demo$major
## se                  0
## demo$major          1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Grade Motivation

Now, Grade Motivation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$major   8    0.0883 0.011043 0.49189 0.01282  0.803
## Residuals  303    6.8025 0.022451         0.98718       
## Total      311    6.8909                  1.00000       
## 
## $call
## adonis(formula = gm ~ demo$major)
## 
## $coefficients
##                     gm1         gm2         gm3         gm4         gm5
## (Intercept)  4.64006577  4.65455396  4.60041069  4.65919756  4.04437924
## demo$major1  0.03599057 -0.02075115  0.03339212  0.01685878 -0.08663276
## demo$major2 -0.06863720  0.05973175 -0.17183926 -0.08776899 -0.18723638
## demo$major3 -0.06863720  0.05973175 -0.02898212 -0.08776899 -0.18723638
## demo$major4  0.35993423  0.34544604  0.39958931  0.34080244  0.95562076
## demo$major5 -0.24006577 -0.12122063 -0.40041069 -0.19253090  0.02228743
## demo$major6 -0.10110473 -0.19351500 -0.11339771 -0.13971704 -0.25866495
## demo$major7  0.35993423  0.34544604  0.39958931  0.34080244 -0.04437924
## demo$major8 -0.07484838 -0.13281483  0.13871974 -0.09398017 -0.04437924
## 
## $coef.sites
##                        1            2             3             4             5
## (Intercept)  0.058276351  0.092696288  0.0558082196  0.0558082196  0.0640604957
## demo$major1  0.002504693  0.006166849  0.0011559285  0.0011559285  0.0023463939
## demo$major2  0.005179601 -0.013798768 -0.0009793027 -0.0009793027 -0.0051358223
## demo$major3  0.001974881 -0.024252310 -0.0041914013 -0.0041914013 -0.0089183228
## demo$major4 -0.058276351 -0.005739766 -0.0354000564 -0.0354000564 -0.0223938290
## demo$major5  0.017700901 -0.013940695  0.0137928343  0.0137928343  0.0167283863
## demo$major6  0.027306253  0.025738623  0.0244310475  0.0244310475  0.0209566292
## demo$major7 -0.037443017 -0.003763482 -0.0349658401 -0.0349658401 -0.0432271623
## demo$major8  0.002869046 -0.007249764 -0.0003254343 -0.0003254343  0.0007910041
##                         6             7            8             9           10
## (Intercept)  0.0810459510  0.0803105092  0.058276351  0.0558082196  0.058276351
## demo$major1  0.0065221410  0.0044338571  0.002504693  0.0011559285  0.002504693
## demo$major2 -0.0039210754 -0.0119705953  0.005179601 -0.0009793027  0.005179601
## demo$major3 -0.0074023905 -0.0154657367  0.001974881 -0.0041914013  0.001974881
## demo$major4 -0.0393792844 -0.0164807219 -0.058276351 -0.0354000564 -0.058276351
## demo$major5  0.0020914442 -0.0007378594  0.017700901  0.0137928343  0.017700901
## demo$major6  0.0262494264  0.0234906762  0.027306253  0.0244310475  0.027306253
## demo$major7 -0.0167343568 -0.0150622822 -0.037443017 -0.0349658401 -0.037443017
## demo$major8  0.0002294077 -0.0046089502  0.002869046 -0.0003254343  0.002869046
##                       11           12            13           14           15
## (Intercept)  0.058276351  0.058276351  0.0558082196  0.058276351  0.058276351
## demo$major1  0.002504693  0.002504693  0.0011559285  0.002504693  0.002504693
## demo$major2  0.005179601  0.005179601 -0.0009793027  0.005179601  0.005179601
## demo$major3  0.001974881  0.001974881 -0.0041914013  0.001974881  0.001974881
## demo$major4 -0.058276351 -0.058276351 -0.0354000564 -0.058276351 -0.058276351
## demo$major5  0.017700901  0.017700901  0.0137928343  0.017700901  0.017700901
## demo$major6  0.027306253  0.027306253  0.0244310475  0.027306253  0.027306253
## demo$major7 -0.037443017 -0.037443017 -0.0349658401 -0.037443017 -0.037443017
## demo$major8  0.002869046  0.002869046 -0.0003254343  0.002869046  0.002869046
##                       16           17           18            19           20
## (Intercept)  0.114893226  0.058276351  0.104867695  0.0640604957  0.102256508
## demo$major1  0.010862945  0.002504693  0.009373656  0.0023463939  0.007549046
## demo$major2 -0.026911581  0.005179601 -0.021927314 -0.0051358223 -0.018493665
## demo$major3 -0.038572592  0.001974881 -0.032713027 -0.0089183228 -0.029777717
## demo$major4  0.021470411 -0.058276351  0.006243416 -0.0223938290  0.008854603
## demo$major5 -0.021593810  0.017700901 -0.023918159  0.0167283863 -0.011441521
## demo$major6  0.022521546  0.027306253  0.026360256  0.0209566292  0.021996256
## demo$major7  0.000907640 -0.037443017  0.008827395 -0.0432271623 -0.011817232
## demo$major8 -0.006147654  0.002869046 -0.007246067  0.0007910041 -0.006188874
##                       21           22           23           24            25
## (Intercept)  0.058276351  0.058276351  0.078893519  0.248829410  0.0558082196
## demo$major1  0.002504693  0.002504693  0.005207802  0.003522550  0.0011559285
## demo$major2  0.005179601  0.005179601 -0.010553605 -0.018178033 -0.0009793027
## demo$major3  0.001974881  0.001974881 -0.014048747 -0.024038838 -0.0041914013
## demo$major4 -0.058276351 -0.058276351 -0.015063732  0.033221872 -0.0354000564
## demo$major5  0.017700901  0.017700901 -0.002351172 -0.035105703  0.0137928343
## demo$major6  0.027306253  0.027306253  0.023203585  0.009862123  0.0244310475
## demo$major7 -0.037443017 -0.037443017 -0.013645292  0.013817853 -0.0349658401
## demo$major8  0.002869046  0.002869046 -0.003148043 -0.001970819 -0.0003254343
##                       26            27           28           29            30
## (Intercept)  0.626026530  0.0989011981  0.093929206  0.058276351  0.0695226235
## demo$major1 -0.004042395  0.0006109098  0.008817850  0.002504693  0.0040849425
## demo$major2  0.002494845 -0.0049246803 -0.012890879  0.005179601  0.0038135545
## demo$major3  0.004461209 -0.0090595698 -0.016524047  0.001974881 -0.0058743968
## demo$major4  0.040640136 -0.0119446764 -0.030099419 -0.058276351 -0.0491144602
## demo$major5 -0.006179956  0.0126754759 -0.005461608  0.017700901  0.0057521893
## demo$major6 -0.026882048  0.0168091228  0.027165879  0.027306253  0.0295206737
## demo$major7  0.028735375 -0.0326956645 -0.006458757 -0.037443017 -0.0274036482
## demo$major8  0.001018912 -0.0023894101 -0.001074070  0.002869046  0.0005426932
##                        31            32            33            34
## (Intercept)  0.0640604957  0.4303757857  0.0640604957  0.0558082196
## demo$major1  0.0023463939  0.0009041367  0.0023463939  0.0011559285
## demo$major2 -0.0051358223 -0.0119729073 -0.0051358223 -0.0009793027
## demo$major3 -0.0089183228 -0.0093032658 -0.0089183228 -0.0041914013
## demo$major4 -0.0223938290  0.0402124496 -0.0223938290 -0.0354000564
## demo$major5  0.0167283863 -0.0233204309  0.0167283863  0.0137928343
## demo$major6  0.0209566292 -0.0099899646  0.0209566292  0.0244310475
## demo$major7 -0.0432271623  0.0236683319 -0.0432271623 -0.0349658401
## demo$major8  0.0007910041 -0.0033618778  0.0007910041 -0.0003254343
##                        35           36            37            38           39
## (Intercept)  0.0640604957  0.058276351  0.0640604957  0.0640604957  0.626026530
## demo$major1  0.0023463939  0.002504693  0.0023463939  0.0023463939 -0.004042395
## demo$major2 -0.0051358223  0.005179601 -0.0051358223 -0.0051358223  0.002494845
## demo$major3 -0.0089183228  0.001974881 -0.0089183228 -0.0089183228  0.004461209
## demo$major4 -0.0223938290 -0.058276351 -0.0223938290 -0.0223938290  0.040640136
## demo$major5  0.0167283863  0.017700901  0.0167283863  0.0167283863 -0.006179956
## demo$major6  0.0209566292  0.027306253  0.0209566292  0.0209566292 -0.026882048
## demo$major7 -0.0432271623 -0.037443017 -0.0432271623 -0.0432271623  0.028735375
## demo$major8  0.0007910041  0.002869046  0.0007910041  0.0007910041  0.001018912
##                       40            41           42            43            44
## (Intercept)  0.058276351  0.0640604957  0.058276351  0.0558082196  0.0558082196
## demo$major1  0.002504693  0.0023463939  0.002504693  0.0011559285  0.0011559285
## demo$major2  0.005179601 -0.0051358223  0.005179601 -0.0009793027 -0.0009793027
## demo$major3  0.001974881 -0.0089183228  0.001974881 -0.0041914013 -0.0041914013
## demo$major4 -0.058276351 -0.0223938290 -0.058276351 -0.0354000564 -0.0354000564
## demo$major5  0.017700901  0.0167283863  0.017700901  0.0137928343  0.0137928343
## demo$major6  0.027306253  0.0209566292  0.027306253  0.0244310475  0.0244310475
## demo$major7 -0.037443017 -0.0432271623 -0.037443017 -0.0349658401 -0.0349658401
## demo$major8  0.002869046  0.0007910041  0.002869046 -0.0003254343 -0.0003254343
##                       45           46           47           48            49
## (Intercept)  0.058276351  0.216361108  0.106622728  0.389334152  0.0640604957
## demo$major1  0.002504693  0.008955464  0.010648793  0.002140040  0.0023463939
## demo$major2  0.005179601 -0.027577460 -0.014738195 -0.015204442 -0.0051358223
## demo$major3  0.001974881 -0.024467346 -0.025336037 -0.012423392 -0.0089183228
## demo$major4 -0.058276351  0.033638892 -0.019666206  0.039237276 -0.0223938290
## demo$major5  0.017700901 -0.036671128 -0.018769738 -0.022766998  0.0167283863
## demo$major6  0.027306253  0.013989411  0.029498859 -0.005436134  0.0209566292
## demo$major7 -0.037443017  0.013902050  0.005037351  0.021921259 -0.0432271623
## demo$major8  0.002869046 -0.005819793 -0.003638927 -0.006789387  0.0007910041
##                        50           51           52           53            54
## (Intercept)  0.0665200558  0.475335379  0.114893226  0.058276351  0.5715850652
## demo$major1  0.0040432632  0.004762881  0.010862945  0.002504693 -0.0010965039
## demo$major2 -0.0083110469 -0.009691431 -0.026911581  0.005179601 -0.0012654454
## demo$major3 -0.0116602092 -0.007154712 -0.038572592  0.001974881  0.0009247782
## demo$major4 -0.0248533891  0.039816136  0.021470411 -0.058276351  0.0413181606
## demo$major5  0.0050848078 -0.020564219 -0.021593810  0.017700901 -0.0108285678
## demo$major6  0.0250155822 -0.012788475  0.022521546  0.027306253 -0.0226093523
## demo$major7 -0.0239475920  0.024175862  0.000907640 -0.037443017  0.0279699960
## demo$major8 -0.0001845314 -0.005664444 -0.006147654  0.002869046 -0.0025528101
##                        55           56           57            58            59
## (Intercept)  0.0640604957  0.076385357  0.079080893  0.0640604957  0.0640604957
## demo$major1  0.0023463939  0.003470387  0.006286611  0.0023463939  0.0023463939
## demo$major2 -0.0051358223 -0.007296617 -0.017385497 -0.0051358223 -0.0051358223
## demo$major3 -0.0089183228 -0.011245273 -0.020880639 -0.0089183228 -0.0089183228
## demo$major4 -0.0223938290 -0.012555570 -0.015251106 -0.0223938290 -0.0223938290
## demo$major5  0.0167283863  0.009557417 -0.002400734  0.0167283863  0.0167283863
## demo$major6  0.0209566292  0.019047801  0.025905274  0.0209566292  0.0209566292
## demo$major7 -0.0432271623 -0.033359352 -0.013832666 -0.0432271623 -0.0432271623
## demo$major8  0.0007910041 -0.002146716 -0.001492927  0.0007910041  0.0007910041
##                       60           61            62           63            64
## (Intercept)  0.393230180  0.058276351  0.0665200558  0.139896407  0.0558082196
## demo$major1  0.003633181  0.002504693  0.0040432632  0.007945956  0.0011559285
## demo$major2 -0.009883880  0.005179601 -0.0083110469 -0.024771250 -0.0009793027
## demo$major3 -0.016319420  0.001974881 -0.0116602092 -0.036843994 -0.0041914013
## demo$major4  0.035341248 -0.058276351 -0.0248533891  0.022894291 -0.0354000564
## demo$major5 -0.007639216  0.017700901  0.0050848078 -0.018916171  0.0137928343
## demo$major6 -0.003589144  0.027306253  0.0250155822  0.020171204  0.0244310475
## demo$major7  0.018025231 -0.037443017 -0.0239475920  0.002474552 -0.0349658401
## demo$major8 -0.019381067  0.002869046 -0.0001845314 -0.006507851 -0.0003254343
##                        65           66           67            68           69
## (Intercept)  0.0665200558  0.067721691  0.058276351  0.0665200558  0.058276351
## demo$major1  0.0040432632  0.002231909  0.002504693  0.0040432632  0.002504693
## demo$major2 -0.0083110469 -0.003019175  0.005179601 -0.0083110469  0.005179601
## demo$major3 -0.0116602092 -0.006368338  0.001974881 -0.0116602092  0.001974881
## demo$major4 -0.0248533891 -0.026055024 -0.058276351 -0.0248533891 -0.058276351
## demo$major5  0.0050848078  0.006714384  0.017700901  0.0050848078  0.017700901
## demo$major6  0.0250155822  0.022655487  0.027306253  0.0250155822  0.027306253
## demo$major7 -0.0239475920 -0.025149227 -0.037443017 -0.0239475920 -0.037443017
## demo$major8 -0.0001845314 -0.003232608  0.002869046 -0.0001845314  0.002869046
##                        70            71           72           73            74
## (Intercept)  0.0640604957  0.0558082196  0.091437356  0.058276351  0.0640604957
## demo$major1  0.0023463939  0.0011559285  0.008062937  0.002504693  0.0023463939
## demo$major2 -0.0051358223 -0.0009793027 -0.019342557  0.005179601 -0.0051358223
## demo$major3 -0.0089183228 -0.0041914013 -0.029796099  0.001974881 -0.0089183228
## demo$major4 -0.0223938290 -0.0354000564 -0.004480835 -0.058276351 -0.0223938290
## demo$major5  0.0167283863  0.0137928343 -0.015638239  0.017700901  0.0167283863
## demo$major6  0.0209566292  0.0244310475  0.028210306  0.027306253  0.0209566292
## demo$major7 -0.0432271623 -0.0349658401 -0.002504550 -0.037443017 -0.0432271623
## demo$major8  0.0007910041 -0.0003254343 -0.004062696  0.002869046  0.0007910041
##                       75           76            77            78            79
## (Intercept)  0.058276351  0.058276351  0.0640604957  0.0640604957  0.0953067548
## demo$major1  0.002504693  0.002504693  0.0023463939  0.0023463939  0.0046049540
## demo$major2  0.005179601  0.005179601 -0.0051358223 -0.0051358223 -0.0149356791
## demo$major3  0.001974881  0.001974881 -0.0089183228 -0.0089183228 -0.0122678475
## demo$major4 -0.058276351 -0.058276351 -0.0223938290 -0.0223938290 -0.0083502330
## demo$major5  0.017700901  0.017700901  0.0167283863  0.0167283863 -0.0003286415
## demo$major6  0.027306253  0.027306253  0.0209566292  0.0209566292  0.0201509945
## demo$major7 -0.037443017 -0.037443017 -0.0432271623 -0.0432271623 -0.0291012212
## demo$major8  0.002869046  0.002869046  0.0007910041  0.0007910041  0.0059382183
##                        80            81           82           83           84
## (Intercept)  0.0640604957  0.0640604957  0.099316009  0.067721691  0.088687033
## demo$major1  0.0023463939  0.0023463939  0.005592455  0.002231909  0.005179348
## demo$major2 -0.0051358223 -0.0051358223 -0.019729283 -0.003019175 -0.009005164
## demo$major3 -0.0089183228 -0.0089183228 -0.016586317 -0.006368338 -0.019933840
## demo$major4 -0.0223938290 -0.0223938290 -0.012359488 -0.026055024 -0.001730512
## demo$major5  0.0167283863  0.0167283863 -0.010864432  0.006714384 -0.003404905
## demo$major6  0.0209566292  0.0209566292  0.024699877  0.022655487  0.021189740
## demo$major7 -0.0432271623 -0.0432271623 -0.010383203 -0.025149227 -0.022481500
## demo$major8  0.0007910041  0.0007910041  0.003413163 -0.003232608 -0.004724709
##                       85            86           87           88            89
## (Intercept)  0.058276351  0.0558082196  0.076385357  0.626026530  0.0558082196
## demo$major1  0.002504693  0.0011559285  0.003470387 -0.004042395  0.0011559285
## demo$major2  0.005179601 -0.0009793027 -0.007296617  0.002494845 -0.0009793027
## demo$major3  0.001974881 -0.0041914013 -0.011245273  0.004461209 -0.0041914013
## demo$major4 -0.058276351 -0.0354000564 -0.012555570  0.040640136 -0.0354000564
## demo$major5  0.017700901  0.0137928343  0.009557417 -0.006179956  0.0137928343
## demo$major6  0.027306253  0.0244310475  0.019047801 -0.026882048  0.0244310475
## demo$major7 -0.037443017 -0.0349658401 -0.033359352  0.028735375 -0.0349658401
## demo$major8  0.002869046 -0.0003254343 -0.002146716  0.001018912 -0.0003254343
##                       90            91           92            93           94
## (Intercept)  0.150987528  0.0558082196  0.058276351  0.0558082196  0.104867695
## demo$major1  0.007825144  0.0011559285  0.002504693  0.0011559285  0.009373656
## demo$major2 -0.021314588 -0.0009793027  0.005179601 -0.0009793027 -0.021927314
## demo$major3 -0.025522459 -0.0041914013  0.001974881 -0.0041914013 -0.032713027
## demo$major4  0.011803170 -0.0354000564 -0.058276351 -0.0354000564  0.006243416
## demo$major5 -0.037766030  0.0137928343  0.017700901  0.0137928343 -0.023918159
## demo$major6  0.022776803  0.0244310475  0.027306253  0.0244310475  0.026360256
## demo$major7  0.015773675 -0.0349658401 -0.037443017 -0.0349658401  0.008827395
## demo$major8 -0.003901188 -0.0003254343  0.002869046 -0.0003254343 -0.007246067
##                        95           96           97            98            99
## (Intercept)  0.1517074603  0.058276351  0.058276351  0.5715850652  0.0558082196
## demo$major1  0.0085720721  0.002504693  0.002504693 -0.0010965039  0.0011559285
## demo$major2 -0.0137449080  0.005179601  0.005179601 -0.0012654454 -0.0009793027
## demo$major3 -0.0179188207  0.001974881  0.001974881  0.0009247782 -0.0041914013
## demo$major4 -0.0153438239 -0.058276351 -0.058276351  0.0413181606 -0.0354000564
## demo$major5 -0.0283288749  0.017700901  0.017700901 -0.0108285678  0.0137928343
## demo$major6  0.0259157306  0.027306253  0.027306253 -0.0226093523  0.0244310475
## demo$major7  0.0117124532 -0.037443017 -0.037443017  0.0279699960 -0.0349658401
## demo$major8 -0.0001518489  0.002869046  0.002869046 -0.0025528101 -0.0003254343
##                       100          101           102          103          104
## (Intercept)  0.0695226235  0.058276351  7.002540e-02  0.138586165  0.188543122
## demo$major1  0.0040849425  0.002504693  3.584565e-03  0.012149761  0.009917680
## demo$major2  0.0038135545  0.005179601  3.310774e-03 -0.031397516 -0.030961904
## demo$major3 -0.0058743968  0.001974881 -2.797058e-05 -0.035533753 -0.027818082
## demo$major4 -0.0491144602 -0.058276351 -4.961724e-02  0.024204532  0.030969073
## demo$major5  0.0057521893  0.017700901  1.086407e-02 -0.021646333 -0.031995547
## demo$major6  0.0295206737  0.027306253  2.563925e-02  0.021321625  0.016811981
## demo$major7 -0.0274036482 -0.037443017 -2.790643e-02  0.003784793  0.010956565
## demo$major8  0.0005426932  0.002869046  8.359686e-05 -0.007613068 -0.003909522
##                       105          106          107          108           109
## (Intercept)  0.0558082196  0.104867695  0.078893519  0.079080893  0.0558082196
## demo$major1  0.0011559285  0.009373656  0.005207802  0.006286611  0.0011559285
## demo$major2 -0.0009793027 -0.021927314 -0.010553605 -0.017385497 -0.0009793027
## demo$major3 -0.0041914013 -0.032713027 -0.014048747 -0.020880639 -0.0041914013
## demo$major4 -0.0354000564  0.006243416 -0.015063732 -0.015251106 -0.0354000564
## demo$major5  0.0137928343 -0.023918159 -0.002351172 -0.002400734  0.0137928343
## demo$major6  0.0244310475  0.026360256  0.023203585  0.025905274  0.0244310475
## demo$major7 -0.0349658401  0.008827395 -0.013645292 -0.013832666 -0.0349658401
## demo$major8 -0.0003254343 -0.007246067 -0.003148043 -0.001492927 -0.0003254343
##                      110           111          112           113          114
## (Intercept)  0.058276351  7.002540e-02  0.058276351  0.0695226235  0.058276351
## demo$major1  0.002504693  3.584565e-03  0.002504693  0.0040849425  0.002504693
## demo$major2  0.005179601  3.310774e-03  0.005179601  0.0038135545  0.005179601
## demo$major3  0.001974881 -2.797058e-05  0.001974881 -0.0058743968  0.001974881
## demo$major4 -0.058276351 -4.961724e-02 -0.058276351 -0.0491144602 -0.058276351
## demo$major5  0.017700901  1.086407e-02  0.017700901  0.0057521893  0.017700901
## demo$major6  0.027306253  2.563925e-02  0.027306253  0.0295206737  0.027306253
## demo$major7 -0.037443017 -2.790643e-02 -0.037443017 -0.0274036482 -0.037443017
## demo$major8  0.002869046  8.359686e-05  0.002869046  0.0005426932  0.002869046
##                      115           116          117           118           119
## (Intercept)  0.058276351  0.0640604957  0.081229234  0.0640604957  0.0640604957
## demo$major1  0.002504693  0.0023463939  0.007577206  0.0023463939  0.0023463939
## demo$major2  0.005179601 -0.0051358223 -0.010597865 -0.0051358223 -0.0051358223
## demo$major3  0.001974881 -0.0089183228 -0.014079180 -0.0089183228 -0.0089183228
## demo$major4 -0.058276351 -0.0223938290 -0.039562567 -0.0223938290 -0.0223938290
## demo$major5  0.017700901  0.0167283863  0.002039914  0.0167283863  0.0167283863
## demo$major6  0.027306253  0.0209566292  0.028892268  0.0209566292  0.0209566292
## demo$major7 -0.037443017 -0.0432271623 -0.016917640 -0.0432271623 -0.0432271623
## demo$major8  0.002869046  0.0007910041  0.001850558  0.0007910041  0.0007910041
##                      120          121          122          123          124
## (Intercept)  0.076385357  0.058276351  0.058276351  0.058276351  0.109712065
## demo$major1  0.003470387  0.002504693  0.002504693  0.002504693 -0.001719882
## demo$major2 -0.007296617  0.005179601  0.005179601  0.005179601 -0.001440899
## demo$major3 -0.011245273  0.001974881  0.001974881  0.001974881 -0.005584722
## demo$major4 -0.012555570 -0.058276351 -0.058276351 -0.058276351 -0.022755543
## demo$major5  0.009557417  0.017700901  0.017700901  0.017700901  0.022165889
## demo$major6  0.019047801  0.027306253  0.027306253  0.027306253  0.017699016
## demo$major7 -0.033359352 -0.037443017 -0.037443017 -0.037443017 -0.043506531
## demo$major8 -0.002146716  0.002869046  0.002869046  0.002869046  0.002104044
##                      125          126           127           128          129
## (Intercept)  0.079080893  0.058276351  0.0640604957  0.0881575491  0.058276351
## demo$major1  0.006286611  0.002504693  0.0023463939  0.0076442368  0.002504693
## demo$major2 -0.017385497  0.005179601 -0.0051358223 -0.0220811218  0.005179601
## demo$major3 -0.020880639  0.001974881 -0.0089183228 -0.0262070772  0.001974881
## demo$major4 -0.015251106 -0.058276351 -0.0223938290 -0.0012010273 -0.058276351
## demo$major5 -0.002400734  0.017700901  0.0167283863  0.0003056705  0.017700901
## demo$major6  0.025905274  0.027306253  0.0209566292  0.0222729259  0.027306253
## demo$major7 -0.013832666 -0.037443017 -0.0432271623 -0.0219520155 -0.037443017
## demo$major8 -0.001492927  0.002869046  0.0007910041 -0.0003347214  0.002869046
##                       130          131           132           133
## (Intercept)  0.0558082196  0.068850505  0.0640604957  0.0858260598
## demo$major1  0.0011559285  0.005356326  0.0023463939 -0.0004665151
## demo$major2 -0.0009793027 -0.001863533 -0.0051358223 -0.0027917410
## demo$major3 -0.0041914013 -0.005202278 -0.0089183228 -0.0067486932
## demo$major4 -0.0354000564 -0.048442342 -0.0223938290 -0.0219962726
## demo$major5  0.0137928343  0.009266498  0.0167283863  0.0199143954
## demo$major6  0.0244310475  0.027947248  0.0209566292  0.0188186219
## demo$major7 -0.0349658401 -0.026731530 -0.0432271623 -0.0428000551
## demo$major8 -0.0003254343  0.003066626  0.0007910041  0.0006187978
##                       134           135           136          137          138
## (Intercept)  0.0558082196  0.0640604957  0.0640604957  0.067721691  0.058276351
## demo$major1  0.0011559285  0.0023463939  0.0023463939  0.002231909  0.002504693
## demo$major2 -0.0009793027 -0.0051358223 -0.0051358223 -0.003019175  0.005179601
## demo$major3 -0.0041914013 -0.0089183228 -0.0089183228 -0.006368338  0.001974881
## demo$major4 -0.0354000564 -0.0223938290 -0.0223938290 -0.026055024 -0.058276351
## demo$major5  0.0137928343  0.0167283863  0.0167283863  0.006714384  0.017700901
## demo$major6  0.0244310475  0.0209566292  0.0209566292  0.022655487  0.027306253
## demo$major7 -0.0349658401 -0.0432271623 -0.0432271623 -0.025149227 -0.037443017
## demo$major8 -0.0003254343  0.0007910041  0.0007910041 -0.003232608  0.002869046
##                      139           140           141          142          143
## (Intercept)  0.058276351  0.0640604957  0.0558082196  0.058276351  0.058276351
## demo$major1  0.002504693  0.0023463939  0.0011559285  0.002504693  0.002504693
## demo$major2  0.005179601 -0.0051358223 -0.0009793027  0.005179601  0.005179601
## demo$major3  0.001974881 -0.0089183228 -0.0041914013  0.001974881  0.001974881
## demo$major4 -0.058276351 -0.0223938290 -0.0354000564 -0.058276351 -0.058276351
## demo$major5  0.017700901  0.0167283863  0.0137928343  0.017700901  0.017700901
## demo$major6  0.027306253  0.0209566292  0.0244310475  0.027306253  0.027306253
## demo$major7 -0.037443017 -0.0432271623 -0.0349658401 -0.037443017 -0.037443017
## demo$major8  0.002869046  0.0007910041 -0.0003254343  0.002869046  0.002869046
##                       144           145           146          147          148
## (Intercept)  0.0558082196  0.0640604957  0.0558082196  0.058276351  0.147816931
## demo$major1  0.0011559285  0.0023463939  0.0011559285  0.002504693  0.008056951
## demo$major2 -0.0009793027 -0.0051358223 -0.0009793027  0.005179601 -0.017846970
## demo$major3 -0.0041914013 -0.0089183228 -0.0041914013  0.001974881 -0.021994496
## demo$major4 -0.0354000564 -0.0223938290 -0.0354000564 -0.058276351  0.014973766
## demo$major5  0.0137928343  0.0167283863  0.0137928343  0.017700901 -0.013105284
## demo$major6  0.0244310475  0.0209566292  0.0244310475  0.027306253  0.017845043
## demo$major7 -0.0349658401 -0.0432271623 -0.0349658401 -0.037443017 -0.005445973
## demo$major8 -0.0003254343  0.0007910041 -0.0003254343  0.002869046 -0.007801761
##                      149          150           151          152          153
## (Intercept)  0.626026530  0.114893226  0.0558082196  0.058276351  0.058276351
## demo$major1 -0.004042395  0.010862945  0.0011559285  0.002504693  0.002504693
## demo$major2  0.002494845 -0.026911581 -0.0009793027  0.005179601  0.005179601
## demo$major3  0.004461209 -0.038572592 -0.0041914013  0.001974881  0.001974881
## demo$major4  0.040640136  0.021470411 -0.0354000564 -0.058276351 -0.058276351
## demo$major5 -0.006179956 -0.021593810  0.0137928343  0.017700901  0.017700901
## demo$major6 -0.026882048  0.022521546  0.0244310475  0.027306253  0.027306253
## demo$major7  0.028735375  0.000907640 -0.0349658401 -0.037443017 -0.037443017
## demo$major8  0.001018912 -0.006147654 -0.0003254343  0.002869046  0.002869046
##                       154          155          156          157          158
## (Intercept)  0.0558082196  0.058276351  0.058276351  0.058276351  0.058276351
## demo$major1  0.0011559285  0.002504693  0.002504693  0.002504693  0.002504693
## demo$major2 -0.0009793027  0.005179601  0.005179601  0.005179601  0.005179601
## demo$major3 -0.0041914013  0.001974881  0.001974881  0.001974881  0.001974881
## demo$major4 -0.0354000564 -0.058276351 -0.058276351 -0.058276351 -0.058276351
## demo$major5  0.0137928343  0.017700901  0.017700901  0.017700901  0.017700901
## demo$major6  0.0244310475  0.027306253  0.027306253  0.027306253  0.027306253
## demo$major7 -0.0349658401 -0.037443017 -0.037443017 -0.037443017 -0.037443017
## demo$major8 -0.0003254343  0.002869046  0.002869046  0.002869046  0.002869046
##                       159          160          161          162           163
## (Intercept)  0.1373687812  0.177936557  0.058276351  0.058276351  0.0640604957
## demo$major1  0.0101928125  0.009639566  0.002504693  0.002504693  0.0023463939
## demo$major2 -0.0295696318 -0.012155523  0.005179601  0.005179601 -0.0051358223
## demo$major3 -0.0343163685 -0.015930103  0.001974881  0.001974881 -0.0089183228
## demo$major4  0.0254219165 -0.015145859 -0.058276351 -0.058276351 -0.0223938290
## demo$major5 -0.0311696901 -0.023105031  0.017700901  0.017700901  0.0167283863
## demo$major6  0.0210552652  0.023912814  0.027306253  0.027306253  0.0209566292
## demo$major7  0.0050021774  0.013214890 -0.037443017 -0.037443017 -0.0432271623
## demo$major8 -0.0008746352 -0.008583717  0.002869046  0.002869046  0.0007910041
##                       164          165           166           167          168
## (Intercept)  0.0558082196  0.058276351  0.0858260598  0.0558082196  0.058276351
## demo$major1  0.0011559285  0.002504693 -0.0004665151  0.0011559285  0.002504693
## demo$major2 -0.0009793027  0.005179601 -0.0027917410 -0.0009793027  0.005179601
## demo$major3 -0.0041914013  0.001974881 -0.0067486932 -0.0041914013  0.001974881
## demo$major4 -0.0354000564 -0.058276351 -0.0219962726 -0.0354000564 -0.058276351
## demo$major5  0.0137928343  0.017700901  0.0199143954  0.0137928343  0.017700901
## demo$major6  0.0244310475  0.027306253  0.0188186219  0.0244310475  0.027306253
## demo$major7 -0.0349658401 -0.037443017 -0.0428000551 -0.0349658401 -0.037443017
## demo$major8 -0.0003254343  0.002869046  0.0006187978 -0.0003254343  0.002869046
##                      169           170          171          172           173
## (Intercept)  0.058276351  0.0558082196  0.058276351  0.091437356  0.0640604957
## demo$major1  0.002504693  0.0011559285  0.002504693  0.008062937  0.0023463939
## demo$major2  0.005179601 -0.0009793027  0.005179601 -0.019342557 -0.0051358223
## demo$major3  0.001974881 -0.0041914013  0.001974881 -0.029796099 -0.0089183228
## demo$major4 -0.058276351 -0.0354000564 -0.058276351 -0.004480835 -0.0223938290
## demo$major5  0.017700901  0.0137928343  0.017700901 -0.015638239  0.0167283863
## demo$major6  0.027306253  0.0244310475  0.027306253  0.028210306  0.0209566292
## demo$major7 -0.037443017 -0.0349658401 -0.037443017 -0.002504550 -0.0432271623
## demo$major8  0.002869046 -0.0003254343  0.002869046 -0.004062696  0.0007910041
##                      174          175           176          177           178
## (Intercept)  0.058276351  0.081733654  0.0558082196  0.522781539  0.1373687812
## demo$major1  0.002504693  0.005222151  0.0011559285  0.003844342  0.0101928125
## demo$major2  0.005179601  0.001884728 -0.0009793027 -0.006617518 -0.0295696318
## demo$major3  0.001974881 -0.008090093 -0.0041914013 -0.004239060 -0.0343163685
## demo$major4 -0.058276351 -0.040066987 -0.0354000564  0.039718461  0.0254219165
## demo$major5  0.017700901 -0.001500478  0.0137928343 -0.016903413 -0.0311696901
## demo$major6  0.027306253  0.027856854  0.0244310475 -0.016823894  0.0210552652
## demo$major7 -0.037443017 -0.017422060 -0.0349658401  0.025135128  0.0050021774
## demo$major8  0.002869046 -0.002350442 -0.0003254343 -0.002559149 -0.0008746352
##                      179           180           181          182           183
## (Intercept)  0.093216241  0.0558082196  0.0640604957  0.152491528  0.0558082196
## demo$major1  0.008261881  0.0011559285  0.0023463939  0.007025369  0.0011559285
## demo$major2 -0.005533397 -0.0009793027 -0.0051358223 -0.015492581 -0.0009793027
## demo$major3 -0.015811083 -0.0041914013 -0.0089183228 -0.027026459 -0.0041914013
## demo$major4 -0.029386454 -0.0354000564 -0.0223938290  0.010299169 -0.0354000564
## demo$major5 -0.010747969  0.0137928343  0.0167283863 -0.028529289  0.0137928343
## demo$major6  0.028521717  0.0244310475  0.0209566292  0.021605803  0.0244310475
## demo$major7 -0.005745792 -0.0349658401 -0.0432271623  0.014269674 -0.0349658401
## demo$major8 -0.002251464 -0.0003254343  0.0007910041 -0.010926238 -0.0003254343
##                       184          185           186           187
## (Intercept)  0.0640604957  0.058276351  0.0558082196  0.0640604957
## demo$major1  0.0023463939  0.002504693  0.0011559285  0.0023463939
## demo$major2 -0.0051358223  0.005179601 -0.0009793027 -0.0051358223
## demo$major3 -0.0089183228  0.001974881 -0.0041914013 -0.0089183228
## demo$major4 -0.0223938290 -0.058276351 -0.0354000564 -0.0223938290
## demo$major5  0.0167283863  0.017700901  0.0137928343  0.0167283863
## demo$major6  0.0209566292  0.027306253  0.0244310475  0.0209566292
## demo$major7 -0.0432271623 -0.037443017 -0.0349658401 -0.0432271623
## demo$major8  0.0007910041  0.002869046 -0.0003254343  0.0007910041
##                       188          189          190           191          192
## (Intercept)  0.3897717919  0.058276351  0.058276351  0.0640604957  0.058276351
## demo$major1  0.0008377559  0.002504693  0.002504693  0.0023463939  0.002504693
## demo$major2 -0.0156420813  0.005179601  0.005179601 -0.0051358223  0.005179601
## demo$major3 -0.0128610316  0.001974881  0.001974881 -0.0089183228  0.001974881
## demo$major4  0.0387996367 -0.058276351 -0.058276351 -0.0223938290 -0.058276351
## demo$major5 -0.0273713038  0.017700901  0.017700901  0.0167283863  0.017700901
## demo$major6 -0.0031416541  0.027306253  0.027306253  0.0209566292  0.027306253
## demo$major7  0.0214836194 -0.037443017 -0.037443017 -0.0432271623 -0.037443017
## demo$major8 -0.0028792004  0.002869046  0.002869046  0.0007910041  0.002869046
##                      193          194           195          196           197
## (Intercept)  0.058276351  0.058276351  0.0558082196  0.058276351  0.0558082196
## demo$major1  0.002504693  0.002504693  0.0011559285  0.002504693  0.0011559285
## demo$major2  0.005179601  0.005179601 -0.0009793027  0.005179601 -0.0009793027
## demo$major3  0.001974881  0.001974881 -0.0041914013  0.001974881 -0.0041914013
## demo$major4 -0.058276351 -0.058276351 -0.0354000564 -0.058276351 -0.0354000564
## demo$major5  0.017700901  0.017700901  0.0137928343  0.017700901  0.0137928343
## demo$major6  0.027306253  0.027306253  0.0244310475  0.027306253  0.0244310475
## demo$major7 -0.037443017 -0.037443017 -0.0349658401 -0.037443017 -0.0349658401
## demo$major8  0.002869046  0.002869046 -0.0003254343  0.002869046 -0.0003254343
##                       198          199          200           201           202
## (Intercept)  0.0881575491  0.058276351  0.058276351  0.0695226235  0.0640604957
## demo$major1  0.0076442368  0.002504693  0.002504693  0.0040849425  0.0023463939
## demo$major2 -0.0220811218  0.005179601  0.005179601  0.0038135545 -0.0051358223
## demo$major3 -0.0262070772  0.001974881  0.001974881 -0.0058743968 -0.0089183228
## demo$major4 -0.0012010273 -0.058276351 -0.058276351 -0.0491144602 -0.0223938290
## demo$major5  0.0003056705  0.017700901  0.017700901  0.0057521893  0.0167283863
## demo$major6  0.0222729259  0.027306253  0.027306253  0.0295206737  0.0209566292
## demo$major7 -0.0219520155 -0.037443017 -0.037443017 -0.0274036482 -0.0432271623
## demo$major8 -0.0003347214  0.002869046  0.002869046  0.0005426932  0.0007910041
##                       203          204          205          206          207
## (Intercept)  0.0558082196  0.058276351  0.098363406  0.626026530  0.079784918
## demo$major1  0.0011559285  0.002504693  0.001145753 -0.004042395  0.004956698
## demo$major2 -0.0009793027  0.005179601 -0.004386888  0.002494845 -0.011445004
## demo$major3 -0.0041914013  0.001974881 -0.015324498  0.004461209 -0.021584664
## demo$major4 -0.0354000564 -0.058276351 -0.011406884  0.040640136 -0.015955131
## demo$major5  0.0137928343  0.017700901  0.007220002 -0.006179956 -0.006073782
## demo$major6  0.0244310475  0.027306253  0.020960838 -0.026882048  0.027548203
## demo$major7 -0.0349658401 -0.037443017 -0.032157872  0.028735375 -0.014536691
## demo$major8 -0.0003254343  0.002869046 -0.001901809  0.001018912 -0.004131229
##                      208          209          210           211           212
## (Intercept)  0.058276351  0.058276351  0.092696288  0.0558082196  0.0640604957
## demo$major1  0.002504693  0.002504693  0.006166849  0.0011559285  0.0023463939
## demo$major2  0.005179601  0.005179601 -0.013798768 -0.0009793027 -0.0051358223
## demo$major3  0.001974881  0.001974881 -0.024252310 -0.0041914013 -0.0089183228
## demo$major4 -0.058276351 -0.058276351 -0.005739766 -0.0354000564 -0.0223938290
## demo$major5  0.017700901  0.017700901 -0.013940695  0.0137928343  0.0167283863
## demo$major6  0.027306253  0.027306253  0.025738623  0.0244310475  0.0209566292
## demo$major7 -0.037443017 -0.037443017 -0.003763482 -0.0349658401 -0.0432271623
## demo$major8  0.002869046  0.002869046 -0.007249764 -0.0003254343  0.0007910041
##                      213          214          215           216          217
## (Intercept)  0.058276351  0.058276351  0.088687033  0.0695226235  0.058276351
## demo$major1  0.002504693  0.002504693  0.005179348  0.0040849425  0.002504693
## demo$major2  0.005179601  0.005179601 -0.009005164  0.0038135545  0.005179601
## demo$major3  0.001974881  0.001974881 -0.019933840 -0.0058743968  0.001974881
## demo$major4 -0.058276351 -0.058276351 -0.001730512 -0.0491144602 -0.058276351
## demo$major5  0.017700901  0.017700901 -0.003404905  0.0057521893  0.017700901
## demo$major6  0.027306253  0.027306253  0.021189740  0.0295206737  0.027306253
## demo$major7 -0.037443017 -0.037443017 -0.022481500 -0.0274036482 -0.037443017
## demo$major8  0.002869046  0.002869046 -0.004724709  0.0005426932  0.002869046
##                      218           219           220          221          222
## (Intercept)  0.058276351  0.0558082196  0.0558082196  0.101517405  0.058276351
## demo$major1  0.002504693  0.0011559285  0.0011559285  0.008943133  0.002504693
## demo$major2  0.005179601 -0.0009793027 -0.0009793027 -0.024723203  0.005179601
## demo$major3  0.001974881 -0.0041914013 -0.0041914013 -0.029038614  0.001974881
## demo$major4 -0.058276351 -0.0354000564 -0.0354000564  0.009593706 -0.058276351
## demo$major5  0.017700901  0.0137928343  0.0137928343 -0.007594685  0.017700901
## demo$major6  0.027306253  0.0244310475  0.0244310475  0.020277407  0.027306253
## demo$major7 -0.037443017 -0.0349658401 -0.0349658401 -0.011078128 -0.037443017
## demo$major8  0.002869046 -0.0003254343 -0.0003254343 -0.003425338  0.002869046
##                       223           224           225          226          227
## (Intercept)  0.0558082196  0.0640604957  0.0751557409  0.058276351  0.058276351
## demo$major1  0.0011559285  0.0023463939  0.0053231406  0.002504693  0.002504693
## demo$major2 -0.0009793027 -0.0051358223 -0.0127115186  0.005179601  0.005179601
## demo$major3 -0.0041914013 -0.0089183228 -0.0166601748  0.001974881  0.001974881
## demo$major4 -0.0354000564 -0.0223938290 -0.0113259537 -0.058276351 -0.058276351
## demo$major5  0.0137928343  0.0167283863  0.0078945424  0.017700901  0.017700901
## demo$major6  0.0244310475  0.0209566292  0.0214623995  0.027306253  0.027306253
## demo$major7 -0.0349658401 -0.0432271623 -0.0321297362 -0.037443017 -0.037443017
## demo$major8 -0.0003254343  0.0007910041  0.0009693076  0.002869046  0.002869046
##                      228          229           230           231           232
## (Intercept)  0.058276351  0.058276351  0.0665200558  0.0695226235  0.0558082196
## demo$major1  0.002504693  0.002504693  0.0040432632  0.0040849425  0.0011559285
## demo$major2  0.005179601  0.005179601 -0.0083110469  0.0038135545 -0.0009793027
## demo$major3  0.001974881  0.001974881 -0.0116602092 -0.0058743968 -0.0041914013
## demo$major4 -0.058276351 -0.058276351 -0.0248533891 -0.0491144602 -0.0354000564
## demo$major5  0.017700901  0.017700901  0.0050848078  0.0057521893  0.0137928343
## demo$major6  0.027306253  0.027306253  0.0250155822  0.0295206737  0.0244310475
## demo$major7 -0.037443017 -0.037443017 -0.0239475920 -0.0274036482 -0.0349658401
## demo$major8  0.002869046  0.002869046 -0.0001845314  0.0005426932 -0.0003254343
##                       233          234          235          236          237
## (Intercept)  0.0640604957  0.188954874  0.626026530  0.114893226  0.067904974
## demo$major1  0.0023463939  0.007686680 -0.004042395  0.010862945  0.003286974
## demo$major2 -0.0051358223 -0.022970295  0.002494845 -0.026911581 -0.009695965
## demo$major3 -0.0089183228 -0.028229834  0.004461209 -0.038572592 -0.013045127
## demo$major4 -0.0223938290  0.030557321  0.040640136  0.021470411 -0.026238307
## demo$major5  0.0167283863 -0.036328867 -0.006179956 -0.021593810  0.006662853
## demo$major6  0.0209566292  0.015605216 -0.026882048  0.022521546  0.025298328
## demo$major7 -0.0432271623  0.010544814  0.028735375  0.000907640 -0.025332510
## demo$major8  0.0007910041 -0.004321274  0.001018912 -0.006147654 -0.001611457
##                      238           239           240          241           242
## (Intercept)  0.102256508  7.002540e-02  7.002540e-02  0.104867695  0.0558082196
## demo$major1  0.007549046  3.584565e-03  3.584565e-03  0.009373656  0.0011559285
## demo$major2 -0.018493665  3.310774e-03  3.310774e-03 -0.021927314 -0.0009793027
## demo$major3 -0.029777717 -2.797058e-05 -2.797058e-05 -0.032713027 -0.0041914013
## demo$major4  0.008854603 -4.961724e-02 -4.961724e-02  0.006243416 -0.0354000564
## demo$major5 -0.011441521  1.086407e-02  1.086407e-02 -0.023918159  0.0137928343
## demo$major6  0.021996256  2.563925e-02  2.563925e-02  0.026360256  0.0244310475
## demo$major7 -0.011817232 -2.790643e-02 -2.790643e-02  0.008827395 -0.0349658401
## demo$major8 -0.006188874  8.359686e-05  8.359686e-05 -0.007246067 -0.0003254343
##                      243          244           245           246          247
## (Intercept)  0.058276351  0.058276351  0.0558082196  0.0640604957  0.058276351
## demo$major1  0.002504693  0.002504693  0.0011559285  0.0023463939  0.002504693
## demo$major2  0.005179601  0.005179601 -0.0009793027 -0.0051358223  0.005179601
## demo$major3  0.001974881  0.001974881 -0.0041914013 -0.0089183228  0.001974881
## demo$major4 -0.058276351 -0.058276351 -0.0354000564 -0.0223938290 -0.058276351
## demo$major5  0.017700901  0.017700901  0.0137928343  0.0167283863  0.017700901
## demo$major6  0.027306253  0.027306253  0.0244310475  0.0209566292  0.027306253
## demo$major7 -0.037443017 -0.037443017 -0.0349658401 -0.0432271623 -0.037443017
## demo$major8  0.002869046  0.002869046 -0.0003254343  0.0007910041  0.002869046
##                      248          249           250          251           252
## (Intercept)  0.067721691  0.114893226  0.0640604957  0.091975149  0.1108427988
## demo$major1  0.002231909  0.010862945  0.0023463939  0.007528094  0.0040919995
## demo$major2 -0.003019175 -0.026911581 -0.0051358223 -0.019880350 -0.0019133157
## demo$major3 -0.006368338 -0.038572592 -0.0089183228 -0.023531170  0.0010814429
## demo$major4 -0.026055024  0.021470411 -0.0223938290 -0.005018627 -0.0470130116
## demo$major5  0.006714384 -0.021593810  0.0167283863 -0.010182765  0.0007514736
## demo$major6  0.022655487  0.022521546  0.0209566292  0.024058590  0.0250365208
## demo$major7 -0.025149227  0.000907640 -0.0432271623 -0.003042342 -0.0233723496
## demo$major8 -0.003232608 -0.006147654  0.0007910041 -0.004550297  0.0100170627
##                      253          254          255          256          257
## (Intercept)  0.101517405  0.058276351  0.114893226  0.104867695  0.058276351
## demo$major1  0.008943133  0.002504693  0.010862945  0.009373656  0.002504693
## demo$major2 -0.024723203  0.005179601 -0.026911581 -0.021927314  0.005179601
## demo$major3 -0.029038614  0.001974881 -0.038572592 -0.032713027  0.001974881
## demo$major4  0.009593706 -0.058276351  0.021470411  0.006243416 -0.058276351
## demo$major5 -0.007594685  0.017700901 -0.021593810 -0.023918159  0.017700901
## demo$major6  0.020277407  0.027306253  0.022521546  0.026360256  0.027306253
## demo$major7 -0.011078128 -0.037443017  0.000907640  0.008827395 -0.037443017
## demo$major8 -0.003425338  0.002869046 -0.006147654 -0.007246067  0.002869046
##                      258          259          260           261          262
## (Intercept)  0.058276351  0.114893226  0.626026530  0.0640604957  0.126605967
## demo$major1  0.002504693  0.010862945 -0.004042395  0.0023463939  0.008698459
## demo$major2  0.005179601 -0.026911581  0.002494845 -0.0051358223 -0.024439729
## demo$major3  0.001974881 -0.038572592  0.004461209 -0.0089183228 -0.028445018
## demo$major4 -0.058276351  0.021470411  0.040640136 -0.0223938290  0.009757669
## demo$major5  0.017700901 -0.021593810 -0.006179956  0.0167283863 -0.033320082
## demo$major6  0.027306253  0.022521546 -0.026882048  0.0209566292  0.025057492
## demo$major7 -0.037443017  0.000907640  0.028735375 -0.0432271623  0.013004423
## demo$major8  0.002869046 -0.006147654  0.001018912  0.0007910041 -0.002171101
##                      263          264          265           266           267
## (Intercept)  0.091245701  0.626026530  0.522781539  0.0558082196  0.0810459510
## demo$major1  0.006959294 -0.004042395  0.003844342  0.0011559285  0.0065221410
## demo$major2 -0.012348181  0.002494845 -0.006617518 -0.0009793027 -0.0039210754
## demo$major3 -0.022801723  0.004461209 -0.004239060 -0.0041914013 -0.0074023905
## demo$major4 -0.004289180  0.040640136  0.039718461 -0.0354000564 -0.0393792844
## demo$major5 -0.015590884 -0.006179956 -0.016903413  0.0137928343  0.0020914442
## demo$major6  0.025447087 -0.026882048 -0.016823894  0.0244310475  0.0262494264
## demo$major7 -0.002312895  0.028735375  0.025135128 -0.0349658401 -0.0167343568
## demo$major8 -0.005753217  0.001018912 -0.002559149 -0.0003254343  0.0002294077
##                      268           269          270           271          272
## (Intercept)  0.058276351  0.0640604957  0.162480261  0.0640604957  0.124751793
## demo$major1  0.002504693  0.0023463939  0.008645021  0.0023463939  0.008114131
## demo$major2  0.005179601 -0.0051358223 -0.026335846 -0.0051358223 -0.021722132
## demo$major3  0.001974881 -0.0089183228 -0.031329067 -0.0089183228 -0.026250707
## demo$major4 -0.058276351 -0.0223938290  0.027995930 -0.0223938290  0.011611844
## demo$major5  0.017700901  0.0167283863 -0.031742616  0.0167283863 -0.011312486
## demo$major6  0.027306253  0.0209566292  0.018268731  0.0209566292  0.017966932
## demo$major7 -0.037443017 -0.0432271623  0.007757835 -0.0432271623 -0.008950927
## demo$major8  0.002869046  0.0007910041 -0.002499705  0.0007910041 -0.005171189
##                       273           274          275          276          277
## (Intercept)  0.0640604957  0.0640604957  0.104867695  0.067207759  0.067721691
## demo$major1  0.0023463939  0.0023463939  0.009373656  0.002743273  0.002231909
## demo$major2 -0.0051358223 -0.0051358223 -0.021927314 -0.002505243 -0.003019175
## demo$major3 -0.0089183228 -0.0089183228 -0.032713027 -0.012347912 -0.006368338
## demo$major4 -0.0223938290 -0.0223938290  0.006243416 -0.025541092 -0.026055024
## demo$major5  0.0167283863  0.0167283863 -0.023918159  0.001492885  0.006714384
## demo$major6  0.0209566292  0.0209566292  0.026360256  0.026623009  0.022655487
## demo$major7 -0.0432271623 -0.0432271623  0.008827395 -0.024635295 -0.025149227
## demo$major8  0.0007910041  0.0007910041 -0.007246067 -0.002764381 -0.003232608
##                       278           279          280          281          282
## (Intercept)  0.0640604957  0.0640604957  0.314302309  0.058276351  0.058276351
## demo$major1  0.0023463939  0.0023463939  0.006553437  0.002504693  0.002504693
## demo$major2 -0.0051358223 -0.0051358223 -0.020873537  0.005179601  0.005179601
## demo$major3 -0.0089183228 -0.0089183228 -0.017922034  0.001974881  0.001974881
## demo$major4 -0.0223938290 -0.0223938290  0.037049042 -0.058276351 -0.058276351
## demo$major5  0.0167283863  0.0167283863 -0.029224717  0.017700901  0.017700901
## demo$major6  0.0209566292  0.0209566292  0.003023157  0.027306253  0.027306253
## demo$major7 -0.0432271623 -0.0432271623  0.018516224 -0.037443017 -0.037443017
## demo$major8  0.0007910041  0.0007910041 -0.008793817  0.002869046  0.002869046
##                      283          284           285          286          287
## (Intercept)  0.058276351  0.058276351  0.0558082196  0.058276351  0.067721691
## demo$major1  0.002504693  0.002504693  0.0011559285  0.002504693  0.002231909
## demo$major2  0.005179601  0.005179601 -0.0009793027  0.005179601 -0.003019175
## demo$major3  0.001974881  0.001974881 -0.0041914013  0.001974881 -0.006368338
## demo$major4 -0.058276351 -0.058276351 -0.0354000564 -0.058276351 -0.026055024
## demo$major5  0.017700901  0.017700901  0.0137928343  0.017700901  0.006714384
## demo$major6  0.027306253  0.027306253  0.0244310475  0.027306253  0.022655487
## demo$major7 -0.037443017 -0.037443017 -0.0349658401 -0.037443017 -0.025149227
## demo$major8  0.002869046  0.002869046 -0.0003254343  0.002869046 -0.003232608
##                      288          289          290          291           292
## (Intercept)  0.058276351  0.079597545  0.079597545  0.058276351  0.0558082196
## demo$major1  0.002504693  0.003877889  0.003877889  0.002504693  0.0011559285
## demo$major2  0.005179601 -0.004613112 -0.004613112  0.005179601 -0.0009793027
## demo$major3  0.001974881 -0.014752772 -0.014752772  0.001974881 -0.0041914013
## demo$major4 -0.058276351 -0.015767757 -0.015767757 -0.058276351 -0.0354000564
## demo$major5  0.017700901 -0.006024221 -0.006024221  0.017700901  0.0137928343
## demo$major6  0.027306253  0.024846514  0.024846514  0.027306253  0.0244310475
## demo$major7 -0.037443017 -0.014349318 -0.014349318 -0.037443017 -0.0349658401
## demo$major8  0.002869046 -0.005786345 -0.005786345  0.002869046 -0.0003254343
##                       293          294           295           296
## (Intercept)  0.1362719741  0.058276351  0.0640604957  0.0640604957
## demo$major1  0.0030017606  0.002504693  0.0023463939  0.0023463939
## demo$major2 -0.0110514417  0.005179601 -0.0051358223 -0.0051358223
## demo$major3 -0.0227332950  0.001974881 -0.0089183228 -0.0089183228
## demo$major4  0.0000916623 -0.058276351 -0.0223938290 -0.0223938290
## demo$major5 -0.0003519196  0.017700901  0.0167283863  0.0167283863
## demo$major6  0.0203615716  0.027306253  0.0209566292  0.0209566292
## demo$major7 -0.0204711083 -0.037443017 -0.0432271623 -0.0432271623
## demo$major8 -0.0002351000  0.002869046  0.0007910041  0.0007910041
##                       297          298          299           300           301
## (Intercept)  0.0558082196  0.626026530  0.058276351  0.0640604957  0.0558082196
## demo$major1  0.0011559285 -0.004042395  0.002504693  0.0023463939  0.0011559285
## demo$major2 -0.0009793027  0.002494845  0.005179601 -0.0051358223 -0.0009793027
## demo$major3 -0.0041914013  0.004461209  0.001974881 -0.0089183228 -0.0041914013
## demo$major4 -0.0354000564  0.040640136 -0.058276351 -0.0223938290 -0.0354000564
## demo$major5  0.0137928343 -0.006179956  0.017700901  0.0167283863  0.0137928343
## demo$major6  0.0244310475 -0.026882048  0.027306253  0.0209566292  0.0244310475
## demo$major7 -0.0349658401  0.028735375 -0.037443017 -0.0432271623 -0.0349658401
## demo$major8 -0.0003254343  0.001018912  0.002869046  0.0007910041 -0.0003254343
##                       302          303          304           305           306
## (Intercept)  0.0640604957  0.086056386  0.282292873  0.0558082196  0.0665200558
## demo$major1  0.0023463939  0.003323375  0.001937203  0.0011559285  0.0040432632
## demo$major2 -0.0051358223 -0.010415413 -0.016527690 -0.0009793027 -0.0083110469
## demo$major3 -0.0089183228 -0.007274332 -0.022728853 -0.0041914013 -0.0116602092
## demo$major4 -0.0223938290 -0.022226599  0.033496600 -0.0354000564 -0.0248533891
## demo$major5  0.0167283863 -0.003016932 -0.029630528  0.0137928343  0.0050848078
## demo$major6  0.0209566292  0.023838184  0.007183929  0.0244310475  0.0250155822
## demo$major7 -0.0432271623 -0.020808159  0.014490752 -0.0349658401 -0.0239475920
## demo$major8  0.0007910041  0.004612697 -0.003578591 -0.0003254343 -0.0001845314
##                       307          308          309          310          311
## (Intercept)  0.0558082196  0.146599547  0.137593940  0.626026530  0.058276351
## demo$major1  0.0011559285  0.006100003  0.001012634 -0.004042395  0.002504693
## demo$major2 -0.0009793027 -0.016019086 -0.005230550  0.002494845  0.005179601
## demo$major3 -0.0041914013 -0.020777112 -0.016912404  0.004461209  0.001974881
## demo$major4 -0.0354000564  0.016191150 -0.001230303  0.040640136 -0.058276351
## demo$major5  0.0137928343 -0.022628641  0.001419417 -0.006179956  0.017700901
## demo$major6  0.0244310475  0.017578683  0.017767203 -0.026882048  0.027306253
## demo$major7 -0.0349658401 -0.004228589 -0.021793074  0.028735375 -0.037443017
## demo$major8 -0.0003254343 -0.001063328 -0.003574437  0.001018912  0.002869046
##                       312
## (Intercept)  0.0858260598
## demo$major1 -0.0004665151
## demo$major2 -0.0027917410
## demo$major3 -0.0067486932
## demo$major4 -0.0219962726
## demo$major5  0.0199143954
## demo$major6  0.0188186219
## demo$major7 -0.0428000551
## demo$major8  0.0006187978
## 
## $f.perms
##              [,1]
##    [1,] 0.4935433
##    [2,] 0.8216197
##    [3,] 3.5775905
##    [4,] 1.0605586
##    [5,] 0.8396373
##    [6,] 1.6334518
##    [7,] 0.4609487
##    [8,] 2.4857663
##    [9,] 0.4442780
##   [10,] 1.0276175
##   [11,] 0.5425232
##   [12,] 0.8374177
##   [13,] 0.9961800
##   [14,] 0.5416215
##   [15,] 0.7667110
##   [16,] 1.0081485
##   [17,] 1.2554223
##   [18,] 1.0472890
##   [19,] 0.5194672
##   [20,] 0.2185860
##   [21,] 0.5465413
##   [22,] 0.3550213
##   [23,] 0.3594197
##   [24,] 1.4891371
##   [25,] 0.4085955
##   [26,] 1.4419153
##   [27,] 0.6728687
##   [28,] 0.6355338
##   [29,] 0.7470633
##   [30,] 0.4802754
##   [31,] 0.3578436
##   [32,] 0.3933499
##   [33,] 1.2768164
##   [34,] 0.3527028
##   [35,] 0.7608711
##   [36,] 0.7714829
##   [37,] 1.4134443
##   [38,] 1.8188013
##   [39,] 1.8381572
##   [40,] 2.8367776
##   [41,] 0.3260624
##   [42,] 1.0347044
##   [43,] 0.4809999
##   [44,] 0.3642554
##   [45,] 1.5246654
##   [46,] 0.4743502
##   [47,] 2.2915420
##   [48,] 1.0158821
##   [49,] 1.8320766
##   [50,] 0.9663615
##   [51,] 1.5912891
##   [52,] 0.8167130
##   [53,] 1.1519385
##   [54,] 0.7161925
##   [55,] 0.6067528
##   [56,] 0.8407663
##   [57,] 0.9258559
##   [58,] 3.5869188
##   [59,] 2.5696045
##   [60,] 0.6965565
##   [61,] 2.0320309
##   [62,] 0.4801321
##   [63,] 0.8799202
##   [64,] 2.2054076
##   [65,] 0.6123797
##   [66,] 1.2876354
##   [67,] 0.3308718
##   [68,] 0.6281013
##   [69,] 1.1354212
##   [70,] 0.8170125
##   [71,] 0.4991548
##   [72,] 1.2206867
##   [73,] 0.8885483
##   [74,] 0.5580181
##   [75,] 1.0668496
##   [76,] 0.6238896
##   [77,] 0.8554002
##   [78,] 0.6215723
##   [79,] 1.3469911
##   [80,] 0.6012664
##   [81,] 1.5304794
##   [82,] 0.7519432
##   [83,] 0.5399705
##   [84,] 0.3637414
##   [85,] 0.9873339
##   [86,] 0.5137344
##   [87,] 0.4276581
##   [88,] 1.4575785
##   [89,] 1.4966539
##   [90,] 0.7252008
##   [91,] 0.5018004
##   [92,] 0.5647385
##   [93,] 1.5402641
##   [94,] 0.4038405
##   [95,] 2.8034184
##   [96,] 1.2776178
##   [97,] 0.4855326
##   [98,] 2.4916444
##   [99,] 0.9726831
##  [100,] 0.8590840
##  [101,] 0.3228975
##  [102,] 0.2907228
##  [103,] 0.6561903
##  [104,] 0.6460951
##  [105,] 1.1830134
##  [106,] 1.0848262
##  [107,] 1.2176440
##  [108,] 0.5200893
##  [109,] 0.4940800
##  [110,] 0.6022629
##  [111,] 0.3004268
##  [112,] 0.6864243
##  [113,] 1.4760916
##  [114,] 0.7744088
##  [115,] 0.4364163
##  [116,] 1.0984430
##  [117,] 1.4023847
##  [118,] 0.7593187
##  [119,] 1.5497505
##  [120,] 0.4241759
##  [121,] 0.7533084
##  [122,] 0.7873312
##  [123,] 0.9102211
##  [124,] 3.5385482
##  [125,] 0.8577591
##  [126,] 0.8139716
##  [127,] 0.3204117
##  [128,] 0.6994565
##  [129,] 0.7782731
##  [130,] 1.3119832
##  [131,] 1.0936446
##  [132,] 2.6686663
##  [133,] 1.5440728
##  [134,] 1.6823468
##  [135,] 0.6529483
##  [136,] 1.1888740
##  [137,] 2.8101483
##  [138,] 0.8114517
##  [139,] 0.5717544
##  [140,] 0.3609401
##  [141,] 0.8816354
##  [142,] 1.0685995
##  [143,] 0.5046621
##  [144,] 0.6159508
##  [145,] 1.1746191
##  [146,] 0.3276595
##  [147,] 0.7513429
##  [148,] 1.1993408
##  [149,] 0.4725536
##  [150,] 0.4373303
##  [151,] 1.5795541
##  [152,] 1.1106223
##  [153,] 0.5940864
##  [154,] 0.4222530
##  [155,] 0.3565911
##  [156,] 0.3800112
##  [157,] 0.5071085
##  [158,] 1.9638921
##  [159,] 0.2986584
##  [160,] 0.6675324
##  [161,] 1.3412455
##  [162,] 1.2615218
##  [163,] 0.7779704
##  [164,] 0.3656674
##  [165,] 5.3477152
##  [166,] 1.0927280
##  [167,] 0.6614641
##  [168,] 0.4570595
##  [169,] 1.4303764
##  [170,] 3.2399326
##  [171,] 2.3371204
##  [172,] 0.6927966
##  [173,] 2.3732071
##  [174,] 1.0166773
##  [175,] 0.4689163
##  [176,] 1.1493870
##  [177,] 1.2218242
##  [178,] 1.0356908
##  [179,] 1.3864333
##  [180,] 0.9116088
##  [181,] 0.2867990
##  [182,] 0.6724818
##  [183,] 1.1758253
##  [184,] 0.4694172
##  [185,] 1.8679840
##  [186,] 1.8593811
##  [187,] 0.7587924
##  [188,] 0.9484284
##  [189,] 0.5369539
##  [190,] 0.6983095
##  [191,] 1.0867810
##  [192,] 1.1774593
##  [193,] 1.4092863
##  [194,] 0.5211543
##  [195,] 1.1051197
##  [196,] 0.7826000
##  [197,] 1.4765611
##  [198,] 1.4317575
##  [199,] 0.3453586
##  [200,] 0.4806565
##  [201,] 0.7579905
##  [202,] 0.5932351
##  [203,] 1.4847002
##  [204,] 0.5331070
##  [205,] 0.5192019
##  [206,] 1.1149179
##  [207,] 1.6285738
##  [208,] 0.4880631
##  [209,] 0.3651689
##  [210,] 0.7144639
##  [211,] 2.2955472
##  [212,] 0.8628546
##  [213,] 0.3119444
##  [214,] 1.1653548
##  [215,] 1.3890187
##  [216,] 0.9378371
##  [217,] 0.6063186
##  [218,] 0.4874662
##  [219,] 1.0610590
##  [220,] 0.9224276
##  [221,] 1.0373452
##  [222,] 0.6922958
##  [223,] 0.5247151
##  [224,] 1.4009537
##  [225,] 0.5503875
##  [226,] 0.9678971
##  [227,] 0.5734981
##  [228,] 3.4385539
##  [229,] 0.6881134
##  [230,] 0.3934267
##  [231,] 0.5334973
##  [232,] 0.9834143
##  [233,] 1.3085607
##  [234,] 1.4179211
##  [235,] 0.7758966
##  [236,] 0.9592644
##  [237,] 0.9558996
##  [238,] 0.8358557
##  [239,] 0.6282148
##  [240,] 0.8687279
##  [241,] 0.8328411
##  [242,] 0.5722853
##  [243,] 1.9758596
##  [244,] 0.5955053
##  [245,] 1.7072861
##  [246,] 0.2769207
##  [247,] 0.6311223
##  [248,] 0.5612107
##  [249,] 1.2172737
##  [250,] 0.5634290
##  [251,] 0.6801467
##  [252,] 1.1078458
##  [253,] 0.7361973
##  [254,] 0.6643745
##  [255,] 0.7720176
##  [256,] 1.9480457
##  [257,] 1.6285270
##  [258,] 1.2734576
##  [259,] 0.3254036
##  [260,] 0.5203762
##  [261,] 1.3842150
##  [262,] 0.7362629
##  [263,] 0.7854320
##  [264,] 0.7605306
##  [265,] 0.5589827
##  [266,] 0.2745252
##  [267,] 1.3499302
##  [268,] 1.6720237
##  [269,] 1.5504521
##  [270,] 0.3958649
##  [271,] 1.0845852
##  [272,] 1.7587653
##  [273,] 0.6748754
##  [274,] 1.0810050
##  [275,] 1.7785972
##  [276,] 3.2782091
##  [277,] 2.3627849
##  [278,] 1.3528094
##  [279,] 1.4019779
##  [280,] 0.3001911
##  [281,] 2.1027836
##  [282,] 0.3093429
##  [283,] 1.0499007
##  [284,] 1.2668764
##  [285,] 0.3917705
##  [286,] 1.0154462
##  [287,] 0.8781640
##  [288,] 0.9336258
##  [289,] 0.5251813
##  [290,] 0.5123089
##  [291,] 1.0495130
##  [292,] 0.2165637
##  [293,] 3.1940011
##  [294,] 2.5367594
##  [295,] 0.8356255
##  [296,] 1.5152406
##  [297,] 1.0394231
##  [298,] 0.4102790
##  [299,] 0.4043433
##  [300,] 0.4503080
##  [301,] 1.0567637
##  [302,] 1.9639162
##  [303,] 0.8179489
##  [304,] 0.5457136
##  [305,] 0.5902288
##  [306,] 0.5824474
##  [307,] 0.4472854
##  [308,] 0.8109410
##  [309,] 0.4962741
##  [310,] 0.7554971
##  [311,] 0.5185019
##  [312,] 0.4835223
##  [313,] 1.0814548
##  [314,] 1.2758777
##  [315,] 1.1854920
##  [316,] 1.4060682
##  [317,] 0.5138717
##  [318,] 1.0769418
##  [319,] 3.3524601
##  [320,] 0.4060043
##  [321,] 0.4261199
##  [322,] 0.4836526
##  [323,] 0.7273905
##  [324,] 1.1033281
##  [325,] 0.5010055
##  [326,] 0.6133507
##  [327,] 0.5890880
##  [328,] 0.4628100
##  [329,] 0.5967271
##  [330,] 1.5248136
##  [331,] 1.0749341
##  [332,] 1.6359705
##  [333,] 0.2069101
##  [334,] 0.5041085
##  [335,] 1.0564401
##  [336,] 0.6668975
##  [337,] 1.0506099
##  [338,] 0.6721527
##  [339,] 0.7460622
##  [340,] 0.9966185
##  [341,] 0.9196034
##  [342,] 0.6241916
##  [343,] 0.9873677
##  [344,] 0.9755752
##  [345,] 1.5341583
##  [346,] 1.8929405
##  [347,] 0.4134125
##  [348,] 0.8483513
##  [349,] 0.4564195
##  [350,] 0.8425004
##  [351,] 0.3330171
##  [352,] 5.3109930
##  [353,] 0.4857500
##  [354,] 1.6606419
##  [355,] 0.8333868
##  [356,] 0.4648384
##  [357,] 1.7360431
##  [358,] 0.8310337
##  [359,] 0.5795238
##  [360,] 1.6406382
##  [361,] 0.5111429
##  [362,] 0.8142272
##  [363,] 1.3282807
##  [364,] 0.8100689
##  [365,] 0.4422194
##  [366,] 2.2871314
##  [367,] 0.6080333
##  [368,] 2.7996187
##  [369,] 2.6016260
##  [370,] 1.7943136
##  [371,] 1.7588343
##  [372,] 0.3852033
##  [373,] 1.1924462
##  [374,] 0.2942828
##  [375,] 0.6841309
##  [376,] 0.9360135
##  [377,] 0.9888751
##  [378,] 0.4891028
##  [379,] 0.5757568
##  [380,] 0.6286101
##  [381,] 0.5072679
##  [382,] 0.4572636
##  [383,] 1.2153415
##  [384,] 0.6563477
##  [385,] 0.6734712
##  [386,] 2.5482556
##  [387,] 0.4181129
##  [388,] 1.7971004
##  [389,] 1.4805052
##  [390,] 1.0053975
##  [391,] 0.6894554
##  [392,] 0.4417406
##  [393,] 0.8555276
##  [394,] 2.2007022
##  [395,] 1.0632106
##  [396,] 1.4716337
##  [397,] 0.9370005
##  [398,] 0.6248792
##  [399,] 3.0499189
##  [400,] 0.3839596
##  [401,] 0.8202526
##  [402,] 0.4020162
##  [403,] 0.8609431
##  [404,] 0.3681352
##  [405,] 1.0350554
##  [406,] 0.3661986
##  [407,] 0.5140190
##  [408,] 0.7041875
##  [409,] 1.1888201
##  [410,] 0.6532976
##  [411,] 0.7624608
##  [412,] 0.7545884
##  [413,] 0.6034578
##  [414,] 0.9747440
##  [415,] 0.6009716
##  [416,] 0.7244487
##  [417,] 1.8553156
##  [418,] 1.1760320
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##  [420,] 0.4404107
##  [421,] 0.3751730
##  [422,] 0.2998676
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##  [425,] 2.1451616
##  [426,] 0.6737213
##  [427,] 1.0321320
##  [428,] 0.4138299
##  [429,] 2.5428948
##  [430,] 0.7038347
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##  [434,] 0.9141336
##  [435,] 0.6305287
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##  [437,] 0.5011716
##  [438,] 0.8763796
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##  [454,] 1.5361086
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##  [456,] 0.8813110
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##  [458,] 0.5943134
##  [459,] 1.4920174
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##  [480,] 0.4402921
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##  [486,] 0.2987789
##  [487,] 1.4845411
##  [488,] 1.0487732
##  [489,] 1.1618984
##  [490,] 0.7362003
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##  [492,] 0.2968762
##  [493,] 3.1715191
##  [494,] 1.5662612
##  [495,] 0.7427316
##  [496,] 0.3883954
##  [497,] 1.0313751
##  [498,] 0.4278136
##  [499,] 0.6024747
##  [500,] 0.6059105
##  [501,] 1.1808110
##  [502,] 4.5766916
##  [503,] 2.1768836
##  [504,] 1.7130557
##  [505,] 0.4534219
##  [506,] 1.4566590
##  [507,] 2.0470838
##  [508,] 1.1891493
##  [509,] 1.0551492
##  [510,] 2.6996793
##  [511,] 0.4571712
##  [512,] 0.8713263
##  [513,] 0.5986033
##  [514,] 1.0612147
##  [515,] 0.5598666
##  [516,] 3.2391485
##  [517,] 1.0273183
##  [518,] 0.3269234
##  [519,] 0.2608978
##  [520,] 0.3892804
##  [521,] 1.6876788
##  [522,] 1.3961693
##  [523,] 1.5516979
##  [524,] 1.3326503
##  [525,] 0.4340719
##  [526,] 0.9319022
##  [527,] 0.8304172
##  [528,] 1.5323920
##  [529,] 0.8681190
##  [530,] 1.1942056
##  [531,] 1.7754076
##  [532,] 0.4876726
##  [533,] 0.8835174
##  [534,] 1.1275242
##  [535,] 1.3559946
##  [536,] 2.3827744
##  [537,] 2.0864975
##  [538,] 0.6517243
##  [539,] 0.8082995
##  [540,] 0.4038003
##  [541,] 0.9388594
##  [542,] 0.5419048
##  [543,] 2.9252199
##  [544,] 0.6643277
##  [545,] 0.5060174
##  [546,] 5.0787533
##  [547,] 0.7701964
##  [548,] 1.2045768
##  [549,] 1.3877355
##  [550,] 1.0710856
##  [551,] 1.1479864
##  [552,] 1.8515948
##  [553,] 1.1853215
##  [554,] 1.0143011
##  [555,] 1.8670803
##  [556,] 1.5019659
##  [557,] 0.5768715
##  [558,] 0.5995253
##  [559,] 3.3889559
##  [560,] 0.5037468
##  [561,] 0.4912253
##  [562,] 1.6663530
##  [563,] 2.1625951
##  [564,] 1.1856117
##  [565,] 1.8698389
##  [566,] 0.4567800
##  [567,] 0.8676560
##  [568,] 0.4995582
##  [569,] 0.9874240
##  [570,] 2.8729704
##  [571,] 0.7792322
##  [572,] 0.7668657
##  [573,] 0.6599046
##  [574,] 0.5176227
##  [575,] 0.6163552
##  [576,] 0.8000622
##  [577,] 1.7258038
##  [578,] 0.2620835
##  [579,] 2.0657130
##  [580,] 1.1491073
##  [581,] 0.4455063
##  [582,] 0.8711862
##  [583,] 0.5508473
##  [584,] 0.6619446
##  [585,] 0.6519495
##  [586,] 0.8195786
##  [587,] 0.5178636
##  [588,] 0.6920692
##  [589,] 0.6564139
##  [590,] 1.1165235
##  [591,] 0.3641067
##  [592,] 0.5320908
##  [593,] 0.5526621
##  [594,] 0.4172752
##  [595,] 0.3372318
##  [596,] 2.2743563
##  [597,] 0.7747462
##  [598,] 1.0529724
##  [599,] 0.4345969
##  [600,] 0.2533736
##  [601,] 0.3192949
##  [602,] 0.8779459
##  [603,] 0.9726167
##  [604,] 0.3465758
##  [605,] 0.5560443
##  [606,] 0.4583202
##  [607,] 0.9878043
##  [608,] 1.2960601
##  [609,] 0.7525168
##  [610,] 1.2953428
##  [611,] 0.6432239
##  [612,] 1.1327529
##  [613,] 0.6690654
##  [614,] 0.9337568
##  [615,] 0.9448719
##  [616,] 0.7433150
##  [617,] 0.7802352
##  [618,] 0.6672997
##  [619,] 1.5707575
##  [620,] 0.4941522
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##  [622,] 0.4539588
##  [623,] 1.0020417
##  [624,] 0.7817589
##  [625,] 1.2082031
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##  [629,] 3.0562364
##  [630,] 0.3314079
##  [631,] 1.4649892
##  [632,] 0.5883120
##  [633,] 1.5322276
##  [634,] 0.8917560
##  [635,] 0.6330724
##  [636,] 2.7477867
##  [637,] 1.9242057
##  [638,] 0.6749964
##  [639,] 3.1169632
##  [640,] 0.9374111
##  [641,] 0.6432296
##  [642,] 1.5272546
##  [643,] 0.6752872
##  [644,] 1.2811453
##  [645,] 0.8247891
##  [646,] 0.7658482
##  [647,] 0.9444194
##  [648,] 0.7931268
##  [649,] 0.9155771
##  [650,] 0.3561883
##  [651,] 1.1544176
##  [652,] 0.8803008
##  [653,] 0.3268405
##  [654,] 0.5633796
##  [655,] 8.0629367
##  [656,] 0.9169899
##  [657,] 0.4831629
##  [658,] 0.6019674
##  [659,] 2.0189000
##  [660,] 1.1767491
##  [661,] 0.3370584
##  [662,] 0.8916594
##  [663,] 0.5536227
##  [664,] 1.2244844
##  [665,] 1.2354002
##  [666,] 2.4092491
##  [667,] 0.4368766
##  [668,] 0.8459859
##  [669,] 0.3091565
##  [670,] 1.1567055
##  [671,] 1.6271520
##  [672,] 0.4162642
##  [673,] 0.4211066
##  [674,] 0.4123259
##  [675,] 1.5848628
##  [676,] 0.6654843
##  [677,] 0.1985529
##  [678,] 0.6035954
##  [679,] 1.1117000
##  [680,] 0.4759345
##  [681,] 0.6006975
##  [682,] 1.4133791
##  [683,] 0.5391151
##  [684,] 0.4112007
##  [685,] 0.7282119
##  [686,] 1.0996572
##  [687,] 1.3503958
##  [688,] 1.5707218
##  [689,] 0.5000410
##  [690,] 0.4906197
##  [691,] 2.5719692
##  [692,] 0.9178181
##  [693,] 0.7196137
##  [694,] 1.5394194
##  [695,] 1.3669291
##  [696,] 0.4374309
##  [697,] 2.7285109
##  [698,] 0.8773268
##  [699,] 0.4637278
##  [700,] 1.3150892
##  [701,] 2.0665151
##  [702,] 0.5781526
##  [703,] 0.7281710
##  [704,] 0.5145996
##  [705,] 0.5931718
##  [706,] 0.4505583
##  [707,] 1.7317364
##  [708,] 0.6510973
##  [709,] 0.4180883
##  [710,] 0.6249454
##  [711,] 0.7486809
##  [712,] 0.9912904
##  [713,] 1.0542799
##  [714,] 0.3318735
##  [715,] 2.0851615
##  [716,] 0.7998928
##  [717,] 2.5224047
##  [718,] 0.7630461
##  [719,] 0.7157962
##  [720,] 0.5451577
##  [721,] 0.4761657
##  [722,] 1.5226768
##  [723,] 1.2715251
##  [724,] 0.7330154
##  [725,] 0.4795448
##  [726,] 0.6456056
##  [727,] 0.6095767
##  [728,] 0.6771455
##  [729,] 0.9328263
##  [730,] 0.7641679
##  [731,] 5.0144879
##  [732,] 0.5976146
##  [733,] 1.1410670
##  [734,] 0.4013558
##  [735,] 0.7175256
##  [736,] 0.8253643
##  [737,] 0.5356504
##  [738,] 0.9606837
##  [739,] 1.4934353
##  [740,] 2.8557005
##  [741,] 0.6696365
##  [742,] 0.2508713
##  [743,] 1.8393410
##  [744,] 0.9163353
##  [745,] 1.0654953
##  [746,] 0.5949103
##  [747,] 0.4213675
##  [748,] 1.8748825
##  [749,] 1.5015601
##  [750,] 0.4361631
##  [751,] 1.0267824
##  [752,] 0.7608019
##  [753,] 0.3794607
##  [754,] 0.7422883
##  [755,] 1.6086361
##  [756,] 0.5341517
##  [757,] 3.6104347
##  [758,] 0.7139270
##  [759,] 0.4131801
##  [760,] 0.3081106
##  [761,] 0.8366591
##  [762,] 0.2726916
##  [763,] 0.8445231
##  [764,] 1.8325082
##  [765,] 1.1658868
##  [766,] 1.4965755
##  [767,] 1.1190301
##  [768,] 0.5989754
##  [769,] 0.3990206
##  [770,] 0.7840379
##  [771,] 0.3961336
##  [772,] 0.6215231
##  [773,] 0.5725851
##  [774,] 0.4413993
##  [775,] 0.7739545
##  [776,] 1.3583399
##  [777,] 0.5861479
##  [778,] 1.2222055
##  [779,] 1.1280976
##  [780,] 0.6158532
##  [781,] 1.2130656
##  [782,] 0.7795999
##  [783,] 1.3374980
##  [784,] 0.9059390
##  [785,] 0.7194579
##  [786,] 0.9370520
##  [787,] 0.9756573
##  [788,] 1.3298920
##  [789,] 0.6018942
##  [790,] 0.3397738
##  [791,] 2.2734945
##  [792,] 1.2459494
##  [793,] 1.6100231
##  [794,] 1.2201441
##  [795,] 0.8446280
##  [796,] 0.4480488
##  [797,] 1.0900333
##  [798,] 1.6409133
##  [799,] 0.6193452
##  [800,] 0.5153767
##  [801,] 0.7045403
##  [802,] 0.5147259
##  [803,] 0.6864798
##  [804,] 1.4264532
##  [805,] 1.0599810
##  [806,] 0.4318547
##  [807,] 0.3801846
##  [808,] 0.5434494
##  [809,] 1.5967359
##  [810,] 0.4584824
##  [811,] 1.7122512
##  [812,] 1.1531290
##  [813,] 0.7083785
##  [814,] 0.5874801
##  [815,] 0.4563805
##  [816,] 2.3531820
##  [817,] 0.7188838
##  [818,] 0.6384293
##  [819,] 0.6583938
##  [820,] 1.6180642
##  [821,] 0.4576278
##  [822,] 1.2832966
##  [823,] 2.6422021
##  [824,] 0.5923700
##  [825,] 0.3217591
##  [826,] 0.8255992
##  [827,] 1.6761717
##  [828,] 2.4189647
##  [829,] 0.6759606
##  [830,] 1.1428180
##  [831,] 2.3876943
##  [832,] 0.9854558
##  [833,] 0.8555038
##  [834,] 0.4954407
##  [835,] 0.4367304
##  [836,] 0.6019907
##  [837,] 0.6692962
##  [838,] 1.1392526
##  [839,] 4.3766226
##  [840,] 0.2913854
##  [841,] 0.3639118
##  [842,] 0.4015843
##  [843,] 0.8062674
##  [844,] 0.9150765
##  [845,] 0.8074722
##  [846,] 1.0747334
##  [847,] 0.6420339
##  [848,] 1.4660818
##  [849,] 0.7126698
##  [850,] 0.5644972
##  [851,] 0.9782707
##  [852,] 4.4848037
##  [853,] 1.3861816
##  [854,] 2.9692774
##  [855,] 1.3524293
##  [856,] 0.4280535
##  [857,] 2.3466749
##  [858,] 0.7434758
##  [859,] 0.8134122
##  [860,] 0.7063513
##  [861,] 0.3221254
##  [862,] 0.4338852
##  [863,] 0.5828753
##  [864,] 2.2046058
##  [865,] 1.4422613
##  [866,] 0.4914854
##  [867,] 0.8874697
##  [868,] 0.5023422
##  [869,] 0.4509873
##  [870,] 1.0162764
##  [871,] 1.5897411
##  [872,] 0.4801507
##  [873,] 0.6830028
##  [874,] 1.2656045
##  [875,] 0.2291657
##  [876,] 0.5628219
##  [877,] 0.7171003
##  [878,] 1.0015744
##  [879,] 1.0272038
##  [880,] 0.4715938
##  [881,] 0.8135972
##  [882,] 0.8405271
##  [883,] 2.5853936
##  [884,] 0.8086540
##  [885,] 1.2891425
##  [886,] 0.3731530
##  [887,] 0.9086018
##  [888,] 3.3962339
##  [889,] 1.6611544
##  [890,] 1.4015369
##  [891,] 0.4594599
##  [892,] 0.5324563
##  [893,] 1.2572977
##  [894,] 0.9254112
##  [895,] 0.6449884
##  [896,] 1.1710417
##  [897,] 3.7991531
##  [898,] 1.3252472
##  [899,] 0.6254058
##  [900,] 0.6511825
##  [901,] 0.5571385
##  [902,] 0.5428964
##  [903,] 1.1763120
##  [904,] 0.3925175
##  [905,] 0.5861703
##  [906,] 0.3548632
##  [907,] 0.9660308
##  [908,] 1.2084558
##  [909,] 0.8658328
##  [910,] 0.4094745
##  [911,] 0.4737692
##  [912,] 0.4956951
##  [913,] 0.4038612
##  [914,] 0.4317878
##  [915,] 0.5593106
##  [916,] 2.1359723
##  [917,] 0.6438510
##  [918,] 0.5556594
##  [919,] 1.2187393
##  [920,] 0.2808928
##  [921,] 0.5198500
##  [922,] 0.7640680
##  [923,] 1.4185586
##  [924,] 0.5702457
##  [925,] 0.7011535
##  [926,] 2.0360807
##  [927,] 0.9130077
##  [928,] 0.9139234
##  [929,] 0.8960978
##  [930,] 0.5686393
##  [931,] 0.9957191
##  [932,] 0.7070645
##  [933,] 0.7456398
##  [934,] 0.3166716
##  [935,] 0.8731459
##  [936,] 1.0787943
##  [937,] 0.5357966
##  [938,] 0.6284128
##  [939,] 0.3847559
##  [940,] 0.5048448
##  [941,] 0.9618066
##  [942,] 0.7197887
##  [943,] 2.5875128
##  [944,] 1.0322271
##  [945,] 0.6231146
##  [946,] 1.1313706
##  [947,] 1.3393607
##  [948,] 0.8611501
##  [949,] 1.2322336
##  [950,] 1.2478100
##  [951,] 0.3506796
##  [952,] 1.0507257
##  [953,] 1.2517253
##  [954,] 0.4539974
##  [955,] 0.5318124
##  [956,] 1.2208434
##  [957,] 0.4149172
##  [958,] 2.5162599
##  [959,] 1.9830899
##  [960,] 0.7025098
##  [961,] 0.3997136
##  [962,] 0.8550430
##  [963,] 0.7758446
##  [964,] 0.7760956
##  [965,] 0.9459682
##  [966,] 1.2704048
##  [967,] 2.7481180
##  [968,] 0.4846167
##  [969,] 1.4841272
##  [970,] 0.3353203
##  [971,] 2.6160355
##  [972,] 0.5792266
##  [973,] 0.3709882
##  [974,] 0.6113895
##  [975,] 1.9493032
##  [976,] 1.6522114
##  [977,] 0.6631841
##  [978,] 1.3060404
##  [979,] 1.0148142
##  [980,] 0.7568964
##  [981,] 1.4850871
##  [982,] 1.5486960
##  [983,] 0.6245652
##  [984,] 0.3997512
##  [985,] 1.1650115
##  [986,] 0.2532326
##  [987,] 0.4104356
##  [988,] 1.0929735
##  [989,] 1.0879538
##  [990,] 0.5243430
##  [991,] 1.2706247
##  [992,] 0.6355071
##  [993,] 0.4612002
##  [994,] 0.6184707
##  [995,] 0.3617604
##  [996,] 1.2126299
##  [997,] 0.6957894
##  [998,] 0.9711517
##  [999,] 0.6006924
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
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## 293           0           0           0
## 294           1           0           0
## 295           0           0           0
## 296           1           0           0
## 297           0           0           0
## 298           1           0           0
## 299           0           1           0
## 300           0           0           0
## 301           0           0           0
## 302          -1          -1          -1
## 303           0           0           0
## 304           1           0           0
## 305           1           0           0
## 306           0           0           0
## 307           1           0           0
## 308          -1          -1          -1
## 309           1           0           0
## 310           0           0           0
## 311           1           0           0
## 312           0           0           0
## 
## $terms
## gm ~ demo$major
## attr(,"variables")
## list(gm, demo$major)
## attr(,"factors")
##            demo$major
## gm                  0
## demo$major          1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Competency in Science

Now, Competency in Science:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$major   8    0.3445 0.043061  1.3024 0.03324  0.188
## Residuals  303   10.0178 0.033062         0.96676       
## Total      311   10.3623                  1.00000       
## 
## $call
## adonis(formula = sci_comp ~ demo$major)
## 
## $coefficients
##               sci_comp1   sci_comp2   sci_comp3   sci_comp4 sci_competancy_ave
## (Intercept)  3.33590141  3.22262254  3.10613560  3.50507630         3.29243396
## demo$major1 -0.20914084 -0.12403099 -0.02162856  0.04421947        -0.07764523
## demo$major2 -0.05018712  0.06309175  0.46529297  0.35206656         0.20756604
## demo$major3  0.23552716  0.77737746  0.46529297  0.49492370         0.49328032
## demo$major4  0.66409859  0.77737746  0.89386440  0.49492370         0.70756604
## demo$major5  0.19743193  0.17737746  0.42719773  0.22825703         0.25756604
## demo$major6 -0.37486245 -0.41093423 -0.34639534 -0.11546591        -0.31191448
## demo$major7  0.16409859 -0.22262254 -0.60613560 -1.00507630        -0.41743396
## demo$major8 -0.50981445 -0.44001384 -0.67135299 -0.11377195        -0.43373831
## 
## $coef.sites
##                        1             2            3            4           5
## (Intercept)  0.175942500  0.1598094274  0.193168049  0.382888884  0.25329129
## demo$major1  0.001027713  0.0009382427  0.005318294 -0.003189114  0.01108791
## demo$major2  0.002365859  0.0165186992  0.014906109  0.031266961  0.02320153
## demo$major3  0.007556552  0.0380890883  0.013873324  0.052836620  0.07971078
## demo$major4 -0.055942500 -0.0169522845 -0.050310906  0.071656571  0.08004204
## demo$major5 -0.025765533 -0.0335830574 -0.017059023  0.024539677  0.01884441
## demo$major6  0.014392120  0.0082973553  0.007145417 -0.030587151 -0.02160320
## demo$major7  0.032834930 -0.0042538718  0.032017136 -0.040031741 -0.10111738
## demo$major8  0.008558242 -0.0012936076 -0.005266908 -0.033446585 -0.05393167
##                        6            7             8            9            10
## (Intercept)  0.168324384  0.276545494  0.1729346293  0.282256993  0.1806277221
## demo$major1  0.000090270  0.004238003  0.0150553257  0.002989646  0.0003751169
## demo$major2  0.007137942  0.012645738 -0.0005270369  0.023260769  0.0143878686
## demo$major3  0.029574132  0.056456576 -0.0060825040  0.050745077  0.0478789068
## demo$major4 -0.025467241  0.056787839 -0.1229346293  0.051076340  0.0045574631
## demo$major5 -0.028749222  0.010946841 -0.0368779430  0.014814248 -0.0235373419
## demo$major6  0.005849785 -0.015188429  0.0433172343 -0.023823115  0.0025311490
## demo$major7  0.016860801 -0.074371581  0.0098610696 -0.030083080 -0.0247572768
## demo$major8 -0.019399215 -0.036034570  0.0544745694 -0.033476290 -0.0222228756
##                       11           12           13           14           15
## (Intercept)  0.193042332  0.364650186  0.147246823  0.147246823  0.155032684
## demo$major1  0.005244864 -0.003741534  0.011986579  0.011986579  0.010836169
## demo$major2  0.011911147  0.016172325 -0.004446766 -0.004446766  0.008037579
## demo$major3  0.044988106  0.071075318 -0.016021528 -0.016021528  0.006068465
## demo$major4 -0.007857147  0.089895269 -0.147246823 -0.147246823 -0.088366018
## demo$major5 -0.003733239  0.034614632 -0.041396606 -0.041396606 -0.023800193
## demo$major6  0.002749440 -0.031664977  0.041077017  0.041077017  0.024725275
## demo$major7 -0.037171887 -0.078935900  0.061355327  0.061355327  0.026158538
## demo$major8 -0.021179575 -0.051580660  0.048358839  0.048358839  0.017906428
##                      16          17           18           19           20
## (Intercept)  0.18866250  0.50327514  0.144050699  0.159232868  0.168324384
## demo$major1  0.01445630 -0.01407701  0.006507243  0.007946986  0.000090270
## demo$major2 -0.01713983  0.01571332  0.010228355 -0.002147097  0.007137942
## demo$major3 -0.05393903  0.03642655  0.008584842 -0.014358477  0.029574132
## demo$major4 -0.12983897  0.09672486 -0.077384032 -0.109232868 -0.025467241
## demo$major5 -0.04588329  0.04581290 -0.041312804 -0.043275124 -0.028749222
## demo$major6  0.04682430 -0.04063960  0.024493389  0.036374728  0.005849785
## demo$major7  0.07334216 -0.04713479  0.037140524  0.049369282  0.016860801
## demo$major8  0.05642089 -0.04316204  0.017139891  0.037845946 -0.019399215
##                       21           22           23           24           25
## (Intercept)  0.197205318  0.157899042  0.153115872  0.142455596  0.173753435
## demo$major1  0.011105523  0.009376955  0.006783359  0.011477089  0.010121886
## demo$major2  0.021258451  0.011351299  0.016929500  0.006043374  0.011232700
## demo$major3  0.018978912  0.020021911  0.024805081 -0.005512182  0.033287938
## demo$major4 -0.054348175 -0.054450766 -0.049667596 -0.110197531 -0.030896292
## demo$major5 -0.017450870 -0.033043284 -0.038223786 -0.038714553 -0.014434532
## demo$major6  0.017199914  0.016328913  0.021532855  0.035138435  0.005175244
## demo$major7 -0.001649762  0.025434291  0.001646033  0.036384984  0.011431750
## demo$major8  0.009280264  0.003807069  0.014482908  0.033464538 -0.013465358
##                      26            27           28           29           30
## (Intercept)  0.22407539  0.1521830267  0.199766436  0.159232868  0.205154098
## demo$major1  0.01278730  0.0009860148  0.002205350  0.007946986  0.005243789
## demo$major2 -0.02474694  0.0020960275  0.014967451 -0.002147097  0.008540827
## demo$major3 -0.06102930  0.0083342878  0.061346318 -0.014358477  0.055958656
## demo$major4 -0.11296427 -0.0855163601  0.031002795 -0.109232868  0.025615132
## demo$major5 -0.04636245 -0.0412899291 -0.001866879 -0.043275124  0.004275093
## demo$major6  0.04789622  0.0191586402 -0.009029279  0.036374728 -0.014962757
## demo$major7  0.06163890  0.0565944027 -0.044210881  0.049369282 -0.017598543
## demo$major8  0.06055532  0.0190558728 -0.041244567  0.037845946 -0.053377534
##                       31           32           33           34           35
## (Intercept)  0.182052510  0.147246823  0.211882991  0.172309928  0.217971611
## demo$major1  0.004837912  0.011986579  0.001213137  0.013217553  0.002375447
## demo$major2  0.012016615 -0.004446766 -0.006117635  0.009807954 -0.003080244
## demo$major3  0.046454119 -0.016021528  0.012766848  0.005138603  0.020058827
## demo$major4  0.003132675 -0.147246823 -0.069025848 -0.105643262 -0.032786426
## demo$major5 -0.008037081 -0.041396606 -0.024696686 -0.038905947 -0.004319210
## demo$major6 -0.008739874  0.041077017  0.017899627  0.036095582  0.002529846
## demo$major7  0.004587166  0.061355327  0.013302194  0.008881294  0.010773328
## demo$major8 -0.031113882  0.048358839  0.017016500  0.046019002 -0.017649913
##                        36           37           38           39           40
## (Intercept)  0.1787060064  0.188937970  0.147246823  0.153861054  0.147246823
## demo$major1  0.0132898979  0.010532505  0.011986579  0.011359385  0.011986579
## demo$major2 -0.0002721956 -0.002872607 -0.004446766  0.003780772 -0.004446766
## demo$major3  0.0026344389 -0.028808534 -0.016021528 -0.001135328 -0.016021528
## demo$major4 -0.0948350386 -0.088937970 -0.147246823 -0.121602990 -0.147246823
## demo$major5 -0.0341494006 -0.029388399 -0.041396606 -0.038954166 -0.041396606
## demo$major6  0.0293900043  0.032277591  0.041077017  0.038918301  0.041077017
## demo$major7  0.0268012400  0.045470632  0.061355327  0.024979525  0.061355327
## demo$major8  0.0300013493  0.028520601  0.048358839  0.048147963  0.048358839
##                      41          42            43           44           45
## (Intercept)  0.20573577  0.20548838  0.1792261857  0.246172796  0.250348163
## demo$major1  0.01137579  0.01045589 -0.0003665014  0.002109017  0.003026391
## demo$major2 -0.02435218 -0.02410479 -0.0009178274  0.003250763  0.012251193
## demo$major3 -0.04078406 -0.05924109  0.0042728663  0.049713174  0.045537807
## demo$major4 -0.12002148 -0.11977410 -0.0592261857  0.033827204  0.029651837
## demo$major5 -0.04702163 -0.04932689 -0.0341807277  0.014488540 -0.013875743
## demo$major6  0.04582830  0.04608307  0.0191806785 -0.021313592 -0.003183600
## demo$major7  0.05679146  0.08056826  0.0295512437 -0.011368874 -0.048877574
## demo$major8  0.05943556  0.05769537  0.0063941655 -0.052497501 -0.022044373
##                        46            47            48            49
## (Intercept)  0.1598094274  2.571947e-01  0.1958608999  0.1598094274
## demo$major1  0.0009382427  3.149887e-03  0.0061487846  0.0009382427
## demo$major2  0.0165186992  4.032662e-03  0.0188729869  0.0165186992
## demo$major3  0.0380890883  1.385591e-02  0.0652518544  0.0380890883
## demo$major4 -0.0169522845 -2.642550e-02  0.0349083309 -0.0169522845
## demo$major5 -0.0335830574 -9.338042e-05 -0.0009972399 -0.0335830574
## demo$major6  0.0082973553 -1.986264e-03 -0.0124009833  0.0082973553
## demo$major7 -0.0042538718  1.924971e-02 -0.0403053444 -0.0042538718
## demo$major8 -0.0012936076 -2.469191e-02 -0.0335271298 -0.0012936076
##                        50          51           52            53           54
## (Intercept)  0.1806277221  0.20548838  0.205154098  0.1806277221  0.207044549
## demo$major1  0.0003751169  0.01045589  0.005243789  0.0003751169  0.005805732
## demo$major2  0.0143878686 -0.02410479  0.008540827  0.0143878686 -0.022076508
## demo$major3  0.0478789068 -0.05924109  0.055958656  0.0478789068 -0.052514858
## demo$major4  0.0045574631 -0.11977410  0.025615132  0.0045574631 -0.101162196
## demo$major5 -0.0235373419 -0.04932689  0.004275093 -0.0235373419 -0.047680710
## demo$major6  0.0025311490  0.04608307 -0.014962757  0.0025311490  0.037713051
## demo$major7 -0.0247572768  0.08056826 -0.017598543 -0.0247572768  0.079202537
## demo$major8 -0.0222228756  0.05769537 -0.053377534 -0.0222228756  0.048247795
##                        55           56           57            58           59
## (Intercept)  0.1857975376  0.199790766  0.182052510  0.1476989642  0.144050699
## demo$major1  0.0032494858  0.004481851  0.004837912  0.0077495154  0.006507243
## demo$major2  0.0082715876  0.014943121  0.012016615  0.0008000053  0.010228355
## demo$major3  0.0427090913  0.061321988  0.046454119 -0.0031365028  0.008584842
## demo$major4 -0.0006123524  0.030978465  0.003132675 -0.1154408997 -0.077384032
## demo$major5 -0.0177503633 -0.011236793 -0.008037081 -0.0434666522 -0.041312804
## demo$major6 -0.0031371923 -0.006463627 -0.008739874  0.0318370298  0.024493389
## demo$major7  0.0008421385 -0.044235210  0.004587166  0.0578082822  0.037140524
## demo$major8 -0.0338277683 -0.036476109 -0.031113882  0.0334720569  0.017139891
##                        60           61           62            63           64
## (Intercept)  0.2680048058  0.164300525  0.153115872  0.1769108460  0.246172796
## demo$major1 -0.0028394226  0.004345341  0.006783359  0.0041249564  0.002109017
## demo$major2 -0.0019146016 -0.007214754  0.016929500  0.0181047448  0.003250763
## demo$major3  0.0043856897 -0.012052862  0.024805081  0.0515957830  0.049713174
## demo$major4 -0.0235603613 -0.114300525 -0.049667596  0.0082743392  0.033827204
## demo$major5 -0.0094719634 -0.047883258 -0.038223786 -0.0227942821  0.014488540
## demo$major6  0.0001136879  0.033178518  0.021532855 -0.0006324725 -0.021313592
## demo$major7  0.0336146274  0.070108077  0.001646033 -0.0210404006 -0.011368874
## demo$major8 -0.0180191726  0.037838215  0.014482908 -0.0148902579 -0.052497501
##                       65            66          67            68           69
## (Intercept)  0.224255727  0.2335707101  0.22407539  0.1476989642  0.153115872
## demo$major1  0.011217599  0.0034930879  0.01278730  0.0077495154  0.006783359
## demo$major2  0.026313554  0.0029813585 -0.02474694  0.0008000053  0.016929500
## demo$major3  0.071630243  0.0374799324 -0.06102930 -0.0031365028  0.024805081
## demo$major4  0.055744273 -0.0028014793 -0.11296427 -0.1154408997 -0.049667596
## demo$major5  0.004271132  0.0026554221 -0.04636245 -0.0434666522 -0.038223786
## demo$major6 -0.015553304 -0.0005171806  0.04789622  0.0318370298  0.021532855
## demo$major7 -0.069843962 -0.0335707101  0.06163890  0.0578082822  0.001646033
## demo$major8 -0.035695195 -0.0193570874  0.06055532  0.0334720569  0.014482908
##                       70           71           72            73          74
## (Intercept)  0.246522143  0.166448699  0.147246823  0.1476989642  0.25329129
## demo$major1  0.005947291  0.003920726  0.011986579  0.0077495154  0.01108791
## demo$major2  0.018139511 -0.003378435 -0.004446766  0.0008000053  0.02320153
## demo$major3  0.049363826  0.002534224 -0.016021528 -0.0031365028  0.07971078
## demo$major4  0.033477857 -0.099782032 -0.147246823 -0.1154408997  0.08004204
## demo$major5  0.009290708 -0.032192513 -0.041396606 -0.0434666522  0.01884441
## demo$major6 -0.020241604  0.024179085  0.041077017  0.0318370298 -0.02160320
## demo$major7 -0.011718222  0.042328731  0.061355327  0.0578082822 -0.10111738
## demo$major8 -0.060260111  0.017658332  0.048358839  0.0334720569 -0.05393167
##                      75            76            77           78            79
## (Intercept)  0.22407539  0.1476989642  0.1814096896  0.168043522  0.1492512898
## demo$major1  0.01278730  0.0077495154 -0.0009584091  0.013404959  0.0012010277
## demo$major2 -0.02474694  0.0008000053 -0.0031013313 -0.007172731  0.0108561941
## demo$major3 -0.06102930 -0.0031365028  0.0099711358 -0.042398977  0.0198784540
## demo$major4 -0.11296427 -0.1154408997 -0.0614096896 -0.137740492 -0.0458030139
## demo$major5 -0.04636245 -0.0434666522 -0.0386270790 -0.041782484 -0.0378854176
## demo$major6  0.04789622  0.0318370298  0.0131029555  0.044472947  0.0118829853
## demo$major7  0.06163890  0.0578082822  0.0549539468  0.068206478  0.0340820436
## demo$major8  0.06055532  0.0334720569  0.0127990869  0.051144151  0.0005565747
##                        80           81           82            83           84
## (Intercept)  0.1792261857  0.181643833  0.147246823  0.1962084106  0.170132779
## demo$major1 -0.0003665014  0.001093282  0.011986579 -0.0003912412  0.008120625
## demo$major2 -0.0009178274 -0.009932712 -0.004446766  0.0051042552 -0.013047007
## demo$major3  0.0042728663 -0.007229795 -0.016021528  0.0347993918 -0.017885116
## demo$major4 -0.0592261857 -0.097772866 -0.147246823  0.0037915894 -0.120132779
## demo$major5 -0.0341807277 -0.036580615 -0.041396606 -0.0164934693 -0.043560246
## demo$major6  0.0191806785  0.026639388  0.041077017 -0.0059010989  0.034100279
## demo$major7  0.0295512437  0.050530080  0.061355327  0.0186064042  0.064275824
## demo$major8  0.0063941655  0.023124367  0.048358839 -0.0235393416  0.043551226
##                        85           86           87           88           89
## (Intercept)  0.1578654746  0.160672324  0.320252926  0.150301090  0.199766436
## demo$major1  0.0074141694  0.005696210  0.007220483  0.006146186  0.002205350
## demo$major2  0.0113848664  0.008578017  0.028237324 -0.001802120  0.014967451
## demo$major3  0.0200554780  0.017248628  0.052382957 -0.005738629  0.061346318
## demo$major4 -0.0544171987 -0.057224048  0.071051422 -0.118043025  0.031002795
## demo$major5 -0.0247761112 -0.019670873  0.019973044 -0.038703699 -0.001866879
## demo$major6  0.0141089480  0.012111802 -0.026458680  0.029986421 -0.009029279
## demo$major7  0.0254678587  0.022661009 -0.051768078  0.055206156 -0.044210881
## demo$major8 -0.0005357705  0.001403358 -0.032930037  0.035316499 -0.041244567
##                       90            91           92          93           94
## (Intercept)  0.185061239  0.1492512898  0.190522160  0.35869035  0.186998239
## demo$major1  0.011003474  0.0012010277  0.005814026  0.00463692  0.004491491
## demo$major2  0.015299923  0.0108561941 -0.002191074  0.03285777 -0.012274634
## demo$major3  0.001650923  0.0198784540  0.004353266  0.04442172 -0.040957535
## demo$major4 -0.081612963 -0.0458030139 -0.087073884  0.03261399 -0.108210360
## demo$major5 -0.022336296 -0.0378854176 -0.031362762  0.01573380 -0.043619573
## demo$major6  0.020428049  0.0118829853  0.018200453 -0.01468052  0.035084212
## demo$major7  0.036367333  0.0340820436  0.059477840 -0.03687217  0.074251761
## demo$major8  0.010604179  0.0005565747  0.021272650 -0.01738765  0.042706124
##                       95          96            97           98           99
## (Intercept)  0.190246152  0.50327514  0.1521830267  0.165670250  0.269339926
## demo$major1  0.007100179 -0.01407701  0.0009860148  0.007398962  0.011651253
## demo$major2  0.017828006  0.01571332  0.0020960275 -0.011148665  0.036177836
## demo$major3  0.016795221  0.03642655  0.0083342878 -0.026772403  0.063662144
## demo$major4 -0.047389010  0.09672486 -0.0855163601 -0.135367219  0.063993407
## demo$major5 -0.022354410  0.04581290 -0.0412899291 -0.045778790  0.009916844
## demo$major6  0.009225031 -0.04063960  0.0191586402  0.041015522 -0.020503874
## demo$major7  0.034939033 -0.04713479  0.0565944027  0.070579750 -0.067166013
## demo$major8 -0.007256024 -0.04316204  0.0190558728  0.050621728 -0.037804382
##                      100          101          102          103           104
## (Intercept)  0.228390217  0.173277362  0.142455596  0.205154098  0.1476989642
## demo$major1  0.009463170  0.004562819  0.011477089  0.005243789  0.0077495154
## demo$major2  0.022179063  0.005030997  0.006043374  0.008540827  0.0008000053
## demo$major3  0.067495753  0.010221690 -0.005512182  0.055958656 -0.0031365028
## demo$major4  0.051609783 -0.053277362 -0.110197531  0.025615132 -0.1154408997
## demo$major5 -0.006554834 -0.038649954 -0.038714553  0.004275093 -0.0434666522
## demo$major6 -0.009240006  0.018437705  0.035138435 -0.014962757  0.0318370298
## demo$major7 -0.073978452  0.035500068  0.036384984 -0.017598543  0.0578082822
## demo$major8 -0.038913931  0.010883106  0.033464538 -0.053377534  0.0334720569
##                     105          106          107          108          109
## (Intercept)  0.20548838  0.358862134  0.160672324  0.199766436  0.205154098
## demo$major1  0.01045589  0.006216839  0.005696210  0.002205350  0.005243789
## demo$major2 -0.02410479  0.021960377  0.008578017  0.014967451  0.008540827
## demo$major3 -0.05924109  0.056084149  0.017248628  0.061346318  0.055958656
## demo$major4 -0.11977410  0.095683321 -0.057224048  0.031002795  0.025615132
## demo$major5 -0.04932689  0.034788649 -0.019670873 -0.001866879  0.004275093
## demo$major6  0.04608307 -0.032308214  0.012111802 -0.009029279 -0.014962757
## demo$major7  0.08056826 -0.073147848  0.022661009 -0.044210881 -0.017598543
## demo$major8  0.05769537 -0.054705427  0.001403358 -0.041244567 -0.053377534
##                      110          111         112          113           114
## (Intercept)  0.188167969  0.181250126  0.18579141  0.147246823  0.1806277221
## demo$major1  0.005441634  0.004949730  0.01039933  0.011986579  0.0003751169
## demo$major2  0.005988776 -0.003348028 -0.01426875 -0.004446766  0.0143878686
## demo$major3  0.021699778 -0.029002463 -0.03183892 -0.016021528  0.0478789068
## demo$major4 -0.029547279 -0.081250126 -0.12696788 -0.147246823  0.0045574631
## demo$major5 -0.021945289 -0.041040654 -0.04327201 -0.041396606 -0.0235373419
## demo$major6  0.007863074  0.030257428  0.04402575  0.041077017  0.0025311490
## demo$major7  0.023736793  0.053158476  0.05197083  0.061355327 -0.0247572768
## demo$major8 -0.006982637  0.029687082  0.05457434  0.048358839 -0.0222228756
##                      115         116           117          118         119
## (Intercept)  0.306678762  0.22943116  0.1792261857  0.295749665  0.50327514
## demo$major1  0.007771022  0.01607074 -0.0003665014  0.003068625 -0.01407701
## demo$major2  0.010783692  0.01723550 -0.0009178274  0.008498256  0.01571332
## demo$major3  0.065957120 -0.01397626  0.0042728663  0.037252405  0.03642655
## demo$major4  0.084625585 -0.05609783 -0.0592261857  0.037583668  0.09672486
## demo$major5  0.025939365 -0.01914911 -0.0341807277  0.017348310  0.04581290
## demo$major6 -0.024838923  0.02868122  0.0191806785 -0.023934876 -0.04063960
## demo$major7 -0.091527247 -0.01187630  0.0295512437 -0.008793143 -0.04713479
## demo$major8 -0.047667675  0.02475636  0.0063941655 -0.053308767 -0.04316204
##                      120         121          122         123          124
## (Intercept)  0.205154098  0.50327514  0.278727586  0.50327514  0.221641538
## demo$major1  0.005243789 -0.01407701 -0.001337784 -0.01407701  0.006320419
## demo$major2  0.008540827  0.01571332  0.026790177  0.01571332  0.016897667
## demo$major3  0.055958656  0.03642655  0.071856902  0.03642655  0.074244432
## demo$major4  0.025615132  0.09672486  0.054605748  0.09672486  0.058358462
## demo$major5  0.004275093  0.04581290  0.008764749  0.04581290  0.012218654
## demo$major6 -0.014962757 -0.04063960 -0.015942499 -0.04063960 -0.018722317
## demo$major7 -0.017598543 -0.04713479 -0.076553673 -0.04713479 -0.067229773
## demo$major8 -0.053377534 -0.04316204 -0.043616350 -0.04316204 -0.054682837
##                       125          126          127          128          129
## (Intercept)  0.1958608999  0.147246823  0.228370715  0.358862134  0.185544135
## demo$major1  0.0061487846  0.011986579  0.007058734  0.006216839  0.009448392
## demo$major2  0.0188729869 -0.004446766  0.022198565  0.021960377 -0.014021472
## demo$major3  0.0652518544 -0.016021528  0.067515254  0.056084149 -0.050820670
## demo$major4  0.0349083309 -0.147246823  0.051629285  0.095683321 -0.126720606
## demo$major5 -0.0009972399 -0.041396606  0.003253219  0.034788649 -0.045638255
## demo$major6 -0.0124009833  0.041077017 -0.011946093 -0.032308214  0.044280823
## demo$major7 -0.0403053444  0.061355327 -0.073958951 -0.073147848  0.076460527
## demo$major8 -0.0335271298  0.048358839 -0.043840549 -0.054705427  0.052775578
##                      130          131           132          133          134
## (Intercept)  0.165670250  0.179520216  0.1598094274  0.157899042  0.183038096
## demo$major1  0.007398962 -0.002734293  0.0009382427  0.009376955  0.004819298
## demo$major2 -0.011148665  0.005493671  0.0165186992  0.011351299  0.022861848
## demo$major3 -0.026772403  0.021556321  0.0380890883  0.020021911  0.045468533
## demo$major4 -0.135367219 -0.020899527 -0.0169522845 -0.054450766  0.002147089
## demo$major5 -0.045778790 -0.026787423 -0.0335830574 -0.033043284 -0.030796201
## demo$major6  0.041015522  0.003417147  0.0082973553  0.016328913  0.005466577
## demo$major7  0.070579750  0.032384546 -0.0042538718  0.025434291 -0.027167651
## demo$major8  0.050621728 -0.010233132 -0.0012936076  0.003807069 -0.005058621
##                       135          136         137           138          139
## (Intercept)  0.1521830267  0.144050699  0.50327514  0.1769108460  0.199790766
## demo$major1  0.0009860148  0.006507243 -0.01407701  0.0041249564  0.004481851
## demo$major2  0.0020960275  0.010228355  0.01571332  0.0181047448  0.014943121
## demo$major3  0.0083342878  0.008584842  0.03642655  0.0515957830  0.061321988
## demo$major4 -0.0855163601 -0.077384032  0.09672486  0.0082743392  0.030978465
## demo$major5 -0.0412899291 -0.041312804  0.04581290 -0.0227942821 -0.011236793
## demo$major6  0.0191586402  0.024493389 -0.04063960 -0.0006324725 -0.006463627
## demo$major7  0.0565944027  0.037140524 -0.04713479 -0.0210404006 -0.044235210
## demo$major8  0.0190558728  0.017139891 -0.04316204 -0.0148902579 -0.036476109
##                      140           141          142           143          144
## (Intercept)  0.147246823  0.1598094274  0.144050699  0.1729346293  0.182052510
## demo$major1  0.011986579  0.0009382427  0.006507243  0.0150553257  0.004837912
## demo$major2 -0.004446766  0.0165186992  0.010228355 -0.0005270369  0.012016615
## demo$major3 -0.016021528  0.0380890883  0.008584842 -0.0060825040  0.046454119
## demo$major4 -0.147246823 -0.0169522845 -0.077384032 -0.1229346293  0.003132675
## demo$major5 -0.041396606 -0.0335830574 -0.041312804 -0.0368779430 -0.008037081
## demo$major6  0.041077017  0.0082973553  0.024493389  0.0433172343 -0.008739874
## demo$major7  0.061355327 -0.0042538718  0.037140524  0.0098610696  0.004587166
## demo$major8  0.048358839 -0.0012936076  0.017139891  0.0544745694 -0.031113882
##                       145          146          147         148         149
## (Intercept)  0.1958608999  0.153115872  0.144050699  0.50327514  0.16888701
## demo$major1  0.0061487846  0.006783359  0.006507243 -0.01407701  0.01256147
## demo$major2  0.0188729869  0.016929500  0.010228355  0.01571332 -0.01436543
## demo$major3  0.0652518544  0.024805081  0.008584842  0.03642655 -0.02998917
## demo$major4  0.0349083309 -0.049667596 -0.077384032  0.09672486 -0.13858398
## demo$major5 -0.0009972399 -0.038223786 -0.041312804  0.04581290 -0.04604300
## demo$major6 -0.0124009833  0.021532855  0.024493389 -0.04063960  0.04363819
## demo$major7 -0.0403053444  0.001646033  0.037140524 -0.04713479  0.06736299
## demo$major8 -0.0335271298  0.014482908  0.017139891 -0.04316204  0.05439628
##                       150          151         152          153           154
## (Intercept)  0.4252896697  0.146751284  0.50327514  0.382888884  2.062048e-01
## demo$major1  0.0009689442  0.004848639 -0.01407701 -0.003189114  5.197802e-03
## demo$major2  0.0104664509  0.007527770  0.01571332  0.031266961  1.995769e-02
## demo$major3  0.0347580121  0.005884257  0.03642655  0.052836620  5.490798e-02
## demo$major4  0.0985198541 -0.080084617  0.09672486  0.071656571  2.456446e-02
## demo$major5  0.0418772287 -0.036384611  0.04581290  0.024539677 -1.969427e-02
## demo$major6 -0.0356103814  0.022572338 -0.04063960 -0.030587151 -4.376631e-05
## demo$major7 -0.0599050543  0.034439939 -0.04713479 -0.040031741 -5.064922e-02
## demo$major8 -0.0446008816  0.019030788 -0.04316204 -0.033446585 -2.616372e-02
##                      155         156         157         158          159
## (Intercept)  0.160068098  0.50327514  0.50327514  0.22407539  0.147246823
## demo$major1  0.003589756 -0.01407701 -0.01407701  0.01278730  0.011986579
## demo$major2  0.003177416  0.01571332  0.01571332 -0.02474694 -0.004446766
## demo$major3 -0.001436372  0.03642655  0.03642655 -0.06102930 -0.016021528
## demo$major4 -0.076197130  0.09672486  0.09672486 -0.11296427 -0.147246823
## demo$major5 -0.045398510  0.04581290  0.04581290 -0.04636245 -0.041396606
## demo$major6  0.026991182 -0.04063960 -0.04063960  0.04789622  0.041077017
## demo$major7  0.045439149 -0.04713479 -0.04713479  0.06163890  0.061355327
## demo$major8  0.022596567 -0.04316204 -0.04316204  0.06055532  0.048358839
##                      160          161          162          163          164
## (Intercept)  0.160672324  0.221641538  0.144050699  0.179916178  0.382888884
## demo$major1  0.005696210  0.006320419  0.006507243  0.010462949 -0.003189114
## demo$major2  0.008578017  0.016897667  0.010228355 -0.005192573  0.031266961
## demo$major3  0.017248628  0.074244432  0.008584842 -0.021234418  0.052836620
## demo$major4 -0.057224048  0.058358462 -0.077384032 -0.101128299  0.071656571
## demo$major5 -0.019670873  0.012218654 -0.041312804 -0.041179911  0.024539677
## demo$major6  0.012111802 -0.018722317  0.024493389  0.039651038 -0.030587151
## demo$major7  0.022661009 -0.067229773  0.037140524  0.031333822 -0.040031741
## demo$major8  0.001403358 -0.054682837  0.017139891  0.042831663 -0.033446585
##                     165          166          167          168           169
## (Intercept)  0.18636384  0.166811161  0.175924030  0.205154098  0.2120959144
## demo$major1  0.00862869  0.002793625  0.005834278  0.005243789  0.0161489298
## demo$major2 -0.02101878 -0.009725390 -0.004212908  0.008540827  0.0244561542
## demo$major3 -0.03876055 -0.014563498 -0.001509992  0.055958656  0.0589547281
## demo$major4 -0.12754031 -0.116811161 -0.092053062  0.025615132  0.0186733164
## demo$major5 -0.04976950 -0.043274873 -0.040955640  0.004275093 -0.0038367609
## demo$major6  0.04346937  0.031393314  0.025960606 -0.014962757 -0.0009381393
## demo$major7  0.07564083  0.067597441  0.056249883 -0.017598543 -0.0565403588
## demo$major8  0.05593428  0.039637968  0.027395249 -0.053377534 -0.0193758848
##                      170          171          172          173           174
## (Intercept)  0.153861054  0.224255727  0.142455596  0.224255727  0.1521830267
## demo$major1  0.011359385  0.011217599  0.011477089  0.011217599  0.0009860148
## demo$major2  0.003780772  0.026313554  0.006043374  0.026313554  0.0020960275
## demo$major3 -0.001135328  0.071630243 -0.005512182  0.071630243  0.0083342878
## demo$major4 -0.121602990  0.055744273 -0.110197531  0.055744273 -0.0855163601
## demo$major5 -0.038954166  0.004271132 -0.038714553  0.004271132 -0.0412899291
## demo$major6  0.038918301 -0.015553304  0.035138435 -0.015553304  0.0191586402
## demo$major7  0.024979525 -0.069843962  0.036384984 -0.069843962  0.0565944027
## demo$major8  0.048147963 -0.035695195  0.033464538 -0.035695195  0.0190558728
##                      175          176           177          178          179
## (Intercept)  0.190522160  0.158589648  0.1492512898  0.172309928  0.147246823
## demo$major1  0.005814026  0.004718863  0.0012010277  0.013217553  0.011986579
## demo$major2 -0.002191074  0.005213216  0.0108561941  0.009807954 -0.004446766
## demo$major3  0.004353266  0.010393275  0.0198784540  0.005138603 -0.016021528
## demo$major4 -0.087073884 -0.091922981 -0.0458030139 -0.105643262 -0.147246823
## demo$major5 -0.031362762 -0.036653310 -0.0378854176 -0.038905947 -0.041396606
## demo$major6  0.018200453  0.026514455  0.0118829853  0.036095582  0.041077017
## demo$major7  0.059477840  0.022601575  0.0340820436  0.008881294  0.061355327
## demo$major8  0.021272650  0.034303213  0.0005565747  0.046019002  0.048358839
##                       180          181          182          183           184
## (Intercept)  0.1958608999  0.224255727  0.177602758  0.147246823  0.1806277221
## demo$major1  0.0061487846  0.011217599  0.008344036  0.011986579  0.0003751169
## demo$major2  0.0188729869  0.026313554  0.018638788 -0.004446766  0.0143878686
## demo$major3  0.0652518544  0.071630243  0.029438615 -0.016021528  0.0478789068
## demo$major4  0.0349083309  0.055744273 -0.034745615 -0.147246823  0.0045574631
## demo$major5 -0.0009972399  0.004271132 -0.030802572 -0.041396606 -0.0235373419
## demo$major6 -0.0124009833 -0.015553304  0.016654838  0.041077017  0.0025311490
## demo$major7 -0.0403053444 -0.069843962 -0.022047203  0.061355327 -0.0247572768
## demo$major8 -0.0335271298 -0.035695195  0.013515234  0.048358839 -0.0222228756
##                       185           186         187          188          189
## (Intercept)  0.1962084106  0.1697305539  0.25329129  0.266208356  0.186278580
## demo$major1 -0.0003912412  0.0002353150  0.01108791  0.002426302  0.010845662
## demo$major2  0.0051042552 -0.0004802129  0.02320153  0.010284463  0.018674899
## demo$major3  0.0347993918  0.0163536640  0.07971078  0.066793714  0.051751859
## demo$major4  0.0037915894 -0.0662822780  0.08004204  0.067124977 -0.001093394
## demo$major5 -0.0164934693 -0.0335472078  0.01884441  0.023741814 -0.008490312
## demo$major6 -0.0059010989  0.0136109113 -0.02160320 -0.024922438  0.001755129
## demo$major7  0.0186064042  0.0421742080 -0.10111738 -0.064034443 -0.030408134
## demo$major8 -0.0235393416 -0.0008768836 -0.05393167 -0.049603574 -0.015887747
##                      190         191          192          193         194
## (Intercept)  0.164300525  0.50327514  0.147246823  0.185544135  0.18636384
## demo$major1  0.004345341 -0.01407701  0.011986579  0.009448392  0.00862869
## demo$major2 -0.007214754  0.01571332 -0.004446766 -0.014021472 -0.02101878
## demo$major3 -0.012052862  0.03642655 -0.016021528 -0.050820670 -0.03876055
## demo$major4 -0.114300525  0.09672486 -0.147246823 -0.126720606 -0.12754031
## demo$major5 -0.047883258  0.04581290 -0.041396606 -0.045638255 -0.04976950
## demo$major6  0.033178518 -0.04063960  0.041077017  0.044280823  0.04346937
## demo$major7  0.070108077 -0.04713479  0.061355327  0.076460527  0.07564083
## demo$major8  0.037838215 -0.04316204  0.048358839  0.052775578  0.05593428
##                       195          196           197          198          199
## (Intercept)  0.2120959144  0.147246823  0.1958608999  0.224255727  0.165670250
## demo$major1  0.0161489298  0.011986579  0.0061487846  0.011217599  0.007398962
## demo$major2  0.0244561542 -0.004446766  0.0188729869  0.026313554 -0.011148665
## demo$major3  0.0589547281 -0.016021528  0.0652518544  0.071630243 -0.026772403
## demo$major4  0.0186733164 -0.147246823  0.0349083309  0.055744273 -0.135367219
## demo$major5 -0.0038367609 -0.041396606 -0.0009972399  0.004271132 -0.045778790
## demo$major6 -0.0009381393  0.041077017 -0.0124009833 -0.015553304  0.041015522
## demo$major7 -0.0565403588  0.061355327 -0.0403053444 -0.069843962  0.070579750
## demo$major8 -0.0193758848  0.048358839 -0.0335271298 -0.035695195  0.050621728
##                      200         201          202          203          204
## (Intercept)  0.159232868  0.50327514  0.146751284  0.431547674  0.146751284
## demo$major1  0.007946986 -0.01407701  0.004848639 -0.009854658  0.004848639
## demo$major2 -0.002147097  0.01571332  0.007527770  0.004208446  0.007527770
## demo$major3 -0.014358477  0.03642655  0.005884257  0.051357150  0.005884257
## demo$major4 -0.109232868  0.09672486 -0.080084617  0.092261850 -0.080084617
## demo$major5 -0.043275124  0.04581290 -0.036384611  0.041545150 -0.036384611
## demo$major6  0.036374728 -0.04063960  0.022572338 -0.035014818  0.022572338
## demo$major7  0.049369282 -0.04713479  0.034439939 -0.066163059  0.034439939
## demo$major8  0.037845946 -0.04316204  0.019030788 -0.041291159  0.019030788
##                      205         206           207          208          209
## (Intercept)  0.219180566  0.22407539  0.3651991539  0.170204680  0.150301090
## demo$major1  0.002168467  0.01278730  0.0008646758  0.009233502  0.006146186
## demo$major2  0.005942931 -0.02474694  0.0346709759  0.008983550 -0.001802120
## demo$major3  0.041932188 -0.06102930  0.0705263497  0.024670747 -0.005738629
## demo$major4  0.011588665 -0.11296427  0.0893463006 -0.066756404 -0.118043025
## demo$major5  0.001195993 -0.04636245  0.0284516292 -0.033345123 -0.038703699
## demo$major6 -0.014897833  0.04789622 -0.0304365708  0.020447813  0.029986421
## demo$major7  0.012819434  0.06163890 -0.0794848682  0.013128654  0.055206156
## demo$major8 -0.031533892  0.06055532 -0.0610424474  0.019717903  0.035316499
##                      210          211          212          213           214
## (Intercept)  0.166448699  0.168815654  0.173753435  0.358862134  0.2087687491
## demo$major1  0.003920726  0.009452350  0.010121886  0.006216839  0.0105283139
## demo$major2 -0.003378435  0.017036282  0.011232700  0.021960377  0.0195679962
## demo$major3  0.002534224  0.038225719  0.033287938  0.056084149  0.0292616894
## demo$major4 -0.099782032 -0.025958511 -0.030896292  0.095683321 -0.0235835639
## demo$major5 -0.032192513 -0.028506727 -0.014434532  0.034788649 -0.0110816169
## demo$major6  0.024179085  0.012925731  0.005175244 -0.032308214  0.0003336758
## demo$major7  0.042328731 -0.013260098  0.011431750 -0.073147848  0.0199761902
## demo$major8  0.017658332  0.002132608 -0.013465358 -0.054705427 -0.0210016691
##                      215          216          217          218         219
## (Intercept)  0.166448699  0.153115872  0.164960514  0.271486099  0.22407539
## demo$major1  0.003920726  0.006783359 -0.003301213 -0.003257160  0.01278730
## demo$major2 -0.003378435  0.016929500  0.004556636  0.007323711 -0.02474694
## demo$major3  0.002534224  0.024805081  0.010072930  0.025336274 -0.06102930
## demo$major4 -0.099782032 -0.049667596 -0.044960514  0.020821593 -0.11296427
## demo$major5 -0.032192513 -0.038223786 -0.043278144 -0.004235957 -0.04636245
## demo$major6  0.024179085  0.021532855  0.014160234 -0.017325748  0.04789622
## demo$major7  0.042328731  0.001646033  0.043816916  0.036958345  0.06163890
## demo$major8  0.017658332  0.014482908  0.007791706 -0.031820747  0.06055532
##                      220          221         222          223          224
## (Intercept)  0.159232868  0.274378603  0.18809007  0.309034850  0.269339926
## demo$major1  0.007946986  0.003062386  0.01622695  0.001755515  0.011651253
## demo$major2 -0.002147097  0.031139160 -0.01038980  0.026010022  0.036177836
## demo$major3 -0.014358477  0.076205885 -0.04701740  0.082648652  0.063662144
## demo$major4 -0.109232868  0.058954731 -0.12926654  0.082269498  0.063993407
## demo$major5 -0.043275124  0.009957533 -0.03938579  0.023583278  0.009916844
## demo$major6  0.036374728 -0.019818227  0.04738068 -0.025708998 -0.020503874
## demo$major7  0.049369282 -0.072204690  0.04967217 -0.093883334 -0.067166013
## demo$major8  0.037845946 -0.034992229  0.05506095 -0.055858025 -0.037804382
##                       225          226         227           228          229
## (Intercept)  0.3620892301  0.243181725  0.25329129  2.062048e-01  0.147246823
## demo$major1  0.0027885360  0.006188620  0.01108791  5.197802e-03  0.011986579
## demo$major2 -0.0003143383  0.019417630  0.02320153  1.995769e-02 -0.004446766
## demo$major3  0.0528570528  0.052704244  0.07971078  5.490798e-02 -0.016021528
## demo$major4  0.0924562245  0.036818275  0.08004204  2.456446e-02 -0.147246823
## demo$major5  0.0371755882 -0.009806382  0.01884441 -1.969427e-02 -0.041396606
## demo$major6 -0.0306504301 -0.009213497 -0.02160320 -4.376631e-05  0.041077017
## demo$major7 -0.0763749443 -0.041711137 -0.10111738 -5.064922e-02  0.061355327
## demo$major8 -0.0426769933 -0.015871724 -0.05393167 -2.616372e-02  0.048358839
##                     230          231          232          233          234
## (Intercept)  0.25329129  0.294386307  0.207044549  0.292489774  0.185544135
## demo$major1  0.01108791 -0.002290463  0.005805732  0.002018210  0.009448392
## demo$major2  0.02320153  0.023829868 -0.022076508  0.011758148 -0.014021472
## demo$major3  0.07971078  0.056198181 -0.052514858  0.040512297 -0.050820670
## demo$major4  0.08004204  0.038947026 -0.101162196  0.040843560 -0.126720606
## demo$major5  0.01884441 -0.004970807 -0.047680710  0.020608201 -0.045638255
## demo$major6 -0.02160320 -0.013100307  0.037713051 -0.026494489  0.044280823
## demo$major7 -0.10111738 -0.042212394  0.079202537 -0.005533252  0.076460527
## demo$major8 -0.05393167 -0.014141351  0.048247795 -0.055448564  0.052775578
##                      235         236         237          238          239
## (Intercept)  0.147246823  0.25329129  0.20548838  0.221641538  0.306678762
## demo$major1  0.011986579  0.01108791  0.01045589  0.006320419  0.007771022
## demo$major2 -0.004446766  0.02320153 -0.02410479  0.016897667  0.010783692
## demo$major3 -0.016021528  0.07971078 -0.05924109  0.074244432  0.065957120
## demo$major4 -0.147246823  0.08004204 -0.11977410  0.058358462  0.084625585
## demo$major5 -0.041396606  0.01884441 -0.04932689  0.012218654  0.025939365
## demo$major6  0.041077017 -0.02160320  0.04608307 -0.018722317 -0.024838923
## demo$major7  0.061355327 -0.10111738  0.08056826 -0.067229773 -0.091527247
## demo$major8  0.048358839 -0.05393167  0.05769537 -0.054682837 -0.047667675
##                      240          241           242          243         244
## (Intercept)  0.432196513  0.147246823  0.1857693859  0.147246823  0.22407539
## demo$major1 -0.004917073  0.011986579  0.0010880722  0.011986579  0.01278730
## demo$major2  0.024338829 -0.004446766  0.0082997393 -0.004446766 -0.02474694
## demo$major3  0.050708312 -0.016021528  0.0427372430 -0.016021528 -0.06102930
## demo$major4  0.091613011 -0.147246823 -0.0005842007 -0.147246823 -0.11296427
## demo$major5  0.034970386 -0.041396606 -0.0087801413 -0.041396606 -0.04636245
## demo$major6 -0.033724949  0.041077017 -0.0055762530  0.041077017  0.04789622
## demo$major7 -0.066811897  0.061355327  0.0008702902  0.061355327  0.06163890
## demo$major8 -0.051507725  0.048358839 -0.0384464995  0.048358839  0.06055532
##                      245          246          247          248          249
## (Intercept)  0.271486099  0.276545494  0.292489774  0.224255727  0.166448699
## demo$major1 -0.003257160  0.004238003  0.002018210  0.011217599  0.003920726
## demo$major2  0.007323711  0.012645738  0.011758148  0.026313554 -0.003378435
## demo$major3  0.025336274  0.056456576  0.040512297  0.071630243  0.002534224
## demo$major4  0.020821593  0.056787839  0.040843560  0.055744273 -0.099782032
## demo$major5 -0.004235957  0.010946841  0.020608201  0.004271132 -0.032192513
## demo$major6 -0.017325748 -0.015188429 -0.026494489 -0.015553304  0.024179085
## demo$major7  0.036958345 -0.074371581 -0.005533252 -0.069843962  0.042328731
## demo$major8 -0.031820747 -0.036034570 -0.055448564 -0.035695195  0.017658332
##                      250          251          252          253          254
## (Intercept)  0.159232868  0.164960514  0.194912371  0.266611663  0.165670250
## demo$major1  0.007946986 -0.003301213  0.007786942  0.006489796  0.007398962
## demo$major2 -0.002147097  0.004556636 -0.015377621  0.026207687 -0.011148665
## demo$major3 -0.014358477  0.010072930 -0.013760567  0.066390408 -0.026772403
## demo$major4 -0.109232868 -0.044960514 -0.094912371  0.066721671 -0.135367219
## demo$major5 -0.043275124 -0.043278144 -0.045795388  0.018259143 -0.045778790
## demo$major6  0.036374728  0.014160234  0.030178269 -0.023802541  0.041015522
## demo$major7  0.049369282  0.043816916  0.065302682 -0.064437750  0.070579750
## demo$major8  0.037845946  0.007791706  0.035845218 -0.057857710  0.050621728
##                      255           256           257          258          259
## (Intercept)  0.224255727  0.3620892301  0.1492512898  0.199134532  0.165670250
## demo$major1  0.011217599  0.0027885360  0.0012010277  0.000351296  0.007398962
## demo$major2  0.026313554 -0.0003143383  0.0108561941  0.005818947 -0.011148665
## demo$major3  0.071630243  0.0528570528  0.0198784540  0.029372097 -0.026772403
## demo$major4  0.055744273  0.0924562245 -0.0458030139 -0.013949346 -0.135367219
## demo$major5  0.004271132  0.0371755882 -0.0378854176 -0.020674659 -0.045778790
## demo$major6 -0.015553304 -0.0306504301  0.0118829853 -0.003040790  0.041015522
## demo$major7 -0.069843962 -0.0763749443  0.0340820436  0.029610408  0.070579750
## demo$major8 -0.035695195 -0.0426769933  0.0005565747 -0.013063280  0.050621728
##                      260          261          262          263          264
## (Intercept)  0.382888884  0.144050699  0.224255727  0.224255727  0.167622143
## demo$major1 -0.003189114  0.006507243  0.011217599  0.011217599  0.009672341
## demo$major2  0.031266961  0.010228355  0.026313554  0.026313554 -0.010536371
## demo$major3  0.052836620  0.008584842  0.071630243  0.071630243 -0.015374480
## demo$major4  0.071656571 -0.077384032  0.055744273  0.055744273 -0.117622143
## demo$major5  0.024539677 -0.041312804  0.004271132  0.004271132 -0.048168631
## demo$major6 -0.030587151  0.024493389 -0.015553304 -0.015553304  0.035885483
## demo$major7 -0.040031741  0.037140524 -0.069843962 -0.069843962  0.066786460
## demo$major8 -0.033446585  0.017139891 -0.035695195 -0.035695195  0.041751472
##                       265          266          267          268          269
## (Intercept)  0.1697305539  0.153861054  0.224255727  0.165670250  0.186104913
## demo$major1  0.0002353150  0.011359385  0.011217599  0.007398962  0.002658127
## demo$major2 -0.0004802129  0.003780772  0.026313554 -0.011148665 -0.001118778
## demo$major3  0.0163536640 -0.001135328  0.071630243 -0.026772403  0.029402068
## demo$major4 -0.0662822780 -0.121602990  0.055744273 -0.135367219 -0.043247770
## demo$major5 -0.0335472078 -0.038954166  0.004271132 -0.045778790 -0.023620820
## demo$major6  0.0136109113  0.038918301 -0.015553304  0.041015522  0.004735924
## demo$major7  0.0421742080  0.024979525 -0.069843962  0.070579750  0.028709902
## demo$major8 -0.0008768836  0.048147963 -0.035695195  0.050621728 -0.013915004
##                      270          271          272         273          274
## (Intercept)  0.183038096  0.320252926  0.228370715  0.25329129  0.330257176
## demo$major1  0.004819298  0.007220483  0.007058734  0.01108791 -0.003966115
## demo$major2  0.022861848  0.028237324  0.022198565  0.02320153  0.018233074
## demo$major3  0.045468533  0.052382957  0.067515254  0.07971078  0.061426325
## demo$major4  0.002147089  0.071051422  0.051629285  0.08004204  0.061047172
## demo$major5 -0.030796201  0.019973044  0.003253219  0.01884441  0.007694284
## demo$major6  0.005466577 -0.026458680 -0.011946093 -0.02160320 -0.018564482
## demo$major7 -0.027167651 -0.051768078 -0.073958951 -0.10111738 -0.061772328
## demo$major8 -0.005058621 -0.032930037 -0.043840549 -0.05393167 -0.033863967
##                      275          276          277          278          279
## (Intercept)  0.266208356  0.146751284  0.195452706  0.168043522  0.228390217
## demo$major1  0.002426302  0.004848639  0.009689045  0.013404959  0.009463170
## demo$major2  0.010284463  0.007527770  0.020385127 -0.007172731  0.022179063
## demo$major3  0.066793714  0.005884257  0.042577732 -0.042398977  0.067495753
## demo$major4  0.067124977 -0.080084617 -0.010267521 -0.137740492  0.051609783
## demo$major5  0.023741814 -0.036384611 -0.010992098 -0.041782484 -0.006554834
## demo$major6 -0.024922438  0.022572338  0.005684868  0.044472947 -0.009240006
## demo$major7 -0.064034443  0.034439939 -0.039582261  0.068206478 -0.073978452
## demo$major8 -0.049603574  0.019030788 -0.004015320  0.051144151 -0.038913931
##                       280          281          282           283          284
## (Intercept)  0.1647472082  0.166448699  0.165670250  2.062048e-01  0.252380579
## demo$major1  0.0016077786  0.003920726  0.007398962  5.197802e-03 -0.002169319
## demo$major2  0.0107151175 -0.003378435 -0.011148665  1.995769e-02  0.025456871
## demo$major3  0.0331513075  0.002534224 -0.026772403  5.490798e-02  0.059831921
## demo$major4 -0.0218900654 -0.099782032 -0.135367219  2.456446e-02  0.027619421
## demo$major5 -0.0195108628 -0.032192513 -0.045778790 -1.969427e-02 -0.015908160
## demo$major6  0.0005468685  0.024179085  0.041015522 -4.376631e-05 -0.003843111
## demo$major7  0.0204379769  0.042328731  0.070579750 -5.064922e-02 -0.050909991
## demo$major8 -0.0168915738  0.017658332  0.050621728 -2.616372e-02 -0.029100944
##                      285          286          287          288           289
## (Intercept)  0.144050699  0.185061239  0.182052510  0.165670250  0.1521830267
## demo$major1  0.006507243  0.011003474  0.004837912  0.007398962  0.0009860148
## demo$major2  0.010228355  0.015299923  0.012016615 -0.011148665  0.0020960275
## demo$major3  0.008584842  0.001650923  0.046454119 -0.026772403  0.0083342878
## demo$major4 -0.077384032 -0.081612963  0.003132675 -0.135367219 -0.0855163601
## demo$major5 -0.041312804 -0.022336296 -0.008037081 -0.045778790 -0.0412899291
## demo$major6  0.024493389  0.020428049 -0.008739874  0.041015522  0.0191586402
## demo$major7  0.037140524  0.036367333  0.004587166  0.070579750  0.0565944027
## demo$major8  0.017139891  0.010604179 -0.031113882  0.050621728  0.0190558728
##                      290         291          292          293          294
## (Intercept)  0.173753435  0.22407539  0.150301090  0.364650186  0.144050699
## demo$major1  0.010121886  0.01278730  0.006146186 -0.003741534  0.006507243
## demo$major2  0.011232700 -0.02474694 -0.001802120  0.016172325  0.010228355
## demo$major3  0.033287938 -0.06102930 -0.005738629  0.071075318  0.008584842
## demo$major4 -0.030896292 -0.11296427 -0.118043025  0.089895269 -0.077384032
## demo$major5 -0.014434532 -0.04636245 -0.038703699  0.034614632 -0.041312804
## demo$major6  0.005175244  0.04789622  0.029986421 -0.031664977  0.024493389
## demo$major7  0.011431750  0.06163890  0.055206156 -0.078935900  0.037140524
## demo$major8 -0.013465358  0.06055532  0.035316499 -0.051580660  0.017139891
##                       295           296           297          298          299
## (Intercept)  0.1578654746  0.2085022653  0.1492512898  0.150301090  0.169012164
## demo$major1  0.0074141694  0.0070720018  0.0012010277  0.006146186  0.014655246
## demo$major2  0.0113848664  0.0063891019  0.0108561941 -0.001802120  0.010098895
## demo$major3  0.0200554780  0.0295281732  0.0198784540 -0.005738629  0.004709233
## demo$major4 -0.0544171987 -0.0233170801 -0.0458030139 -0.118043025 -0.085141197
## demo$major5 -0.0247761112 -0.0063706886 -0.0378854176 -0.038703699 -0.034079784
## demo$major6  0.0141089480 -0.0006531881  0.0118829853  0.029986421  0.037501851
## demo$major7  0.0254678587  0.0202426740  0.0340820436  0.055206156 -0.016838251
## demo$major8 -0.0005357705 -0.0140607685  0.0005565747  0.035316499  0.039878573
##                      300          301          302          303           304
## (Intercept)  0.153115872  0.147246823  0.147246823  0.150457320  0.1647472082
## demo$major1  0.006783359  0.011986579  0.011986579  0.010240092  0.0016077786
## demo$major2  0.016929500 -0.004446766 -0.004446766  0.013345544  0.0107151175
## demo$major3  0.024805081 -0.016021528 -0.016021528  0.010643830  0.0331513075
## demo$major4 -0.049667596 -0.147246823 -0.147246823 -0.083790653 -0.0218900654
## demo$major5 -0.038223786 -0.041396606 -0.041396606 -0.036676185 -0.0195108628
## demo$major6  0.021532855  0.041077017  0.041077017  0.031849204  0.0005468685
## demo$major7  0.001646033  0.061355327  0.061355327  0.003147696  0.0204379769
## demo$major8  0.014482908  0.048358839  0.048358839  0.032387231 -0.0168915738
##                      305           306          307          308          309
## (Intercept)  0.144050699  0.1476989642  0.168815654  0.202299236  0.194617981
## demo$major1  0.006507243  0.0077495154  0.009452350  0.009141236  0.005193492
## demo$major2  0.010228355  0.0008000053  0.017036282  0.023863222 -0.006785813
## demo$major3  0.008584842 -0.0031365028  0.038225719  0.058813518  0.005228453
## demo$major4 -0.077384032 -0.1154408997 -0.025958511  0.028469995 -0.074617981
## demo$major5 -0.041312804 -0.0434666522 -0.028506727 -0.018824629 -0.034784220
## demo$major6  0.024493389  0.0318370298  0.012925731 -0.003415471  0.026015805
## demo$major7  0.037140524  0.0578082822 -0.013260098 -0.046743681  0.014159449
## demo$major8  0.017139891  0.0334720569  0.002132608 -0.018446278  0.025890193
##                       310          311          312
## (Intercept)  0.1598094274  0.147246823  0.168290227
## demo$major1  0.0009382427  0.011986579  0.014389073
## demo$major2  0.0165186992 -0.004446766 -0.007419436
## demo$major3  0.0380890883 -0.016021528 -0.022861768
## demo$major4 -0.0169522845 -0.147246823 -0.137987197
## demo$major5 -0.0335830574 -0.041396606 -0.039351940
## demo$major6  0.0082973553  0.041077017  0.044217997
## demo$major7 -0.0042538718  0.061355327  0.042959773
## demo$major8 -0.0012936076  0.048358839  0.053005483
## 
## $f.perms
##              [,1]
##    [1,] 1.2402956
##    [2,] 0.6738465
##    [3,] 1.5157352
##    [4,] 1.1244164
##    [5,] 0.5707052
##    [6,] 0.5654278
##    [7,] 0.5647008
##    [8,] 1.1107166
##    [9,] 1.0623423
##   [10,] 0.9223077
##   [11,] 1.9397320
##   [12,] 0.4188157
##   [13,] 1.3792807
##   [14,] 0.8987671
##   [15,] 1.3821200
##   [16,] 0.5252156
##   [17,] 0.5775969
##   [18,] 1.6049516
##   [19,] 0.5654056
##   [20,] 0.5494221
##   [21,] 0.2634560
##   [22,] 1.0060900
##   [23,] 0.9030850
##   [24,] 1.4600825
##   [25,] 0.8580265
##   [26,] 1.7641016
##   [27,] 0.7329463
##   [28,] 0.6546244
##   [29,] 0.7097408
##   [30,] 0.7993937
##   [31,] 2.4186677
##   [32,] 0.9365002
##   [33,] 2.3545652
##   [34,] 0.9555415
##   [35,] 0.5910097
##   [36,] 0.4694624
##   [37,] 0.4916103
##   [38,] 0.8518998
##   [39,] 1.0325098
##   [40,] 0.9401732
##   [41,] 0.5009911
##   [42,] 1.0462046
##   [43,] 1.0939455
##   [44,] 0.8699113
##   [45,] 1.2716191
##   [46,] 1.0104577
##   [47,] 1.2009620
##   [48,] 1.6672811
##   [49,] 0.8989058
##   [50,] 0.3714281
##   [51,] 1.5210730
##   [52,] 0.4425429
##   [53,] 1.1019478
##   [54,] 0.5803839
##   [55,] 0.9275116
##   [56,] 0.4459475
##   [57,] 1.6191641
##   [58,] 0.8468828
##   [59,] 0.7547622
##   [60,] 1.0810803
##   [61,] 1.0887373
##   [62,] 0.6795977
##   [63,] 1.2316577
##   [64,] 1.2134629
##   [65,] 1.0792497
##   [66,] 1.6121264
##   [67,] 1.3786735
##   [68,] 1.2196965
##   [69,] 0.6231707
##   [70,] 1.0949724
##   [71,] 1.0723400
##   [72,] 0.9258638
##   [73,] 0.8529674
##   [74,] 0.6784645
##   [75,] 1.0138533
##   [76,] 0.8565794
##   [77,] 1.0462613
##   [78,] 1.5970828
##   [79,] 1.2912646
##   [80,] 0.6761591
##   [81,] 1.0491879
##   [82,] 0.6872460
##   [83,] 1.1054835
##   [84,] 0.7107505
##   [85,] 0.9601858
##   [86,] 0.8309264
##   [87,] 0.7895504
##   [88,] 0.7924766
##   [89,] 0.9227555
##   [90,] 0.5441179
##   [91,] 0.9749072
##   [92,] 0.8593594
##   [93,] 0.7385614
##   [94,] 0.4603818
##   [95,] 0.7442798
##   [96,] 0.8813977
##   [97,] 0.7392350
##   [98,] 1.2929150
##   [99,] 0.4937552
##  [100,] 0.4705971
##  [101,] 0.9594363
##  [102,] 0.4033597
##  [103,] 0.3807015
##  [104,] 0.7996173
##  [105,] 0.6098014
##  [106,] 0.7801577
##  [107,] 0.8804126
##  [108,] 0.4824935
##  [109,] 1.0899131
##  [110,] 0.5177016
##  [111,] 0.7585653
##  [112,] 1.3313979
##  [113,] 0.7366315
##  [114,] 0.4436646
##  [115,] 0.5667891
##  [116,] 0.4548083
##  [117,] 1.8913464
##  [118,] 0.7687648
##  [119,] 0.7291362
##  [120,] 0.7801966
##  [121,] 1.0859926
##  [122,] 0.6518711
##  [123,] 0.6887805
##  [124,] 1.1125289
##  [125,] 0.6365260
##  [126,] 0.9931515
##  [127,] 0.8737867
##  [128,] 1.1002509
##  [129,] 0.4955584
##  [130,] 0.8871100
##  [131,] 1.0024821
##  [132,] 0.7219196
##  [133,] 0.6576245
##  [134,] 0.8931393
##  [135,] 0.7396417
##  [136,] 0.7071375
##  [137,] 0.7979811
##  [138,] 1.1651002
##  [139,] 1.1860386
##  [140,] 1.1170556
##  [141,] 0.6625181
##  [142,] 1.2822067
##  [143,] 1.2931605
##  [144,] 1.0362950
##  [145,] 1.6559071
##  [146,] 1.8902272
##  [147,] 1.1650921
##  [148,] 1.1705564
##  [149,] 0.7068275
##  [150,] 0.4917801
##  [151,] 1.9640090
##  [152,] 0.7701800
##  [153,] 0.8124915
##  [154,] 1.5178956
##  [155,] 0.7816033
##  [156,] 1.3390790
##  [157,] 0.5734769
##  [158,] 1.5494611
##  [159,] 1.1751382
##  [160,] 1.7902506
##  [161,] 1.1504008
##  [162,] 0.7581891
##  [163,] 1.0463667
##  [164,] 0.8518095
##  [165,] 1.5742704
##  [166,] 1.0777281
##  [167,] 0.9234352
##  [168,] 1.2527340
##  [169,] 1.3119803
##  [170,] 1.0181466
##  [171,] 1.1315415
##  [172,] 1.2026125
##  [173,] 0.9040572
##  [174,] 0.9417387
##  [175,] 0.8839629
##  [176,] 1.1739236
##  [177,] 0.9218258
##  [178,] 1.5119174
##  [179,] 0.9279168
##  [180,] 1.2660250
##  [181,] 1.2850599
##  [182,] 1.0418105
##  [183,] 2.5630101
##  [184,] 1.7990497
##  [185,] 1.0148146
##  [186,] 1.0575216
##  [187,] 0.5768028
##  [188,] 0.8610275
##  [189,] 1.7574950
##  [190,] 1.2327362
##  [191,] 2.1183970
##  [192,] 0.7307917
##  [193,] 0.7180947
##  [194,] 1.0102885
##  [195,] 0.8632446
##  [196,] 1.2317876
##  [197,] 0.9417126
##  [198,] 0.8318058
##  [199,] 0.7390372
##  [200,] 0.5989921
##  [201,] 1.5454405
##  [202,] 0.5687464
##  [203,] 1.1300385
##  [204,] 0.2934957
##  [205,] 0.4921317
##  [206,] 0.8075871
##  [207,] 1.7381588
##  [208,] 0.6389905
##  [209,] 0.8407033
##  [210,] 0.6864777
##  [211,] 1.8642052
##  [212,] 1.0888794
##  [213,] 0.6553930
##  [214,] 1.1243797
##  [215,] 1.7148501
##  [216,] 1.0026875
##  [217,] 0.5361764
##  [218,] 0.6575121
##  [219,] 0.5697276
##  [220,] 1.1708232
##  [221,] 1.0190464
##  [222,] 1.2310785
##  [223,] 0.7204672
##  [224,] 1.0712799
##  [225,] 1.1401752
##  [226,] 1.1306995
##  [227,] 0.6668418
##  [228,] 1.3532684
##  [229,] 0.7950830
##  [230,] 1.6937592
##  [231,] 0.8918102
##  [232,] 0.7488083
##  [233,] 0.5746925
##  [234,] 0.5865451
##  [235,] 1.6847389
##  [236,] 0.3805638
##  [237,] 0.8259734
##  [238,] 1.4618254
##  [239,] 1.2488978
##  [240,] 0.5864682
##  [241,] 0.9130422
##  [242,] 0.4625190
##  [243,] 0.7243916
##  [244,] 0.7718517
##  [245,] 1.2820797
##  [246,] 1.7466931
##  [247,] 0.7394585
##  [248,] 1.4295993
##  [249,] 2.2256726
##  [250,] 0.4161165
##  [251,] 0.6996565
##  [252,] 0.7652030
##  [253,] 0.6048511
##  [254,] 0.7083733
##  [255,] 1.0284836
##  [256,] 1.5849760
##  [257,] 1.3537275
##  [258,] 0.8323995
##  [259,] 0.3691800
##  [260,] 0.9227295
##  [261,] 0.7255022
##  [262,] 0.7449657
##  [263,] 0.9141023
##  [264,] 1.1161737
##  [265,] 0.5061850
##  [266,] 0.5253348
##  [267,] 1.1364774
##  [268,] 0.9806870
##  [269,] 0.8454037
##  [270,] 0.9315997
##  [271,] 2.1048010
##  [272,] 0.4345479
##  [273,] 1.2299538
##  [274,] 0.8737963
##  [275,] 0.5302251
##  [276,] 0.7621398
##  [277,] 0.3905792
##  [278,] 1.1341716
##  [279,] 1.5628042
##  [280,] 1.5973527
##  [281,] 1.0839694
##  [282,] 1.1078472
##  [283,] 2.1729666
##  [284,] 1.1762955
##  [285,] 0.9648686
##  [286,] 1.1373465
##  [287,] 1.2628206
##  [288,] 1.5962907
##  [289,] 1.2849763
##  [290,] 0.7359287
##  [291,] 0.5402240
##  [292,] 1.1660545
##  [293,] 1.6576800
##  [294,] 0.5140502
##  [295,] 1.0549374
##  [296,] 0.7095570
##  [297,] 0.5628423
##  [298,] 0.9572716
##  [299,] 0.3584685
##  [300,] 1.8207625
##  [301,] 0.6842593
##  [302,] 1.0907056
##  [303,] 0.8606557
##  [304,] 0.6247314
##  [305,] 2.5678102
##  [306,] 0.4090467
##  [307,] 1.0076237
##  [308,] 1.6456760
##  [309,] 1.3814937
##  [310,] 1.7900138
##  [311,] 1.0722370
##  [312,] 0.5471319
##  [313,] 1.3861157
##  [314,] 1.3055711
##  [315,] 0.8776710
##  [316,] 0.7080271
##  [317,] 1.1872889
##  [318,] 0.7880095
##  [319,] 0.8216149
##  [320,] 1.4071026
##  [321,] 0.5362341
##  [322,] 0.6975126
##  [323,] 1.0654694
##  [324,] 0.3714161
##  [325,] 0.4985109
##  [326,] 0.5725166
##  [327,] 0.5510555
##  [328,] 0.8566175
##  [329,] 1.0192211
##  [330,] 1.2477736
##  [331,] 0.8969624
##  [332,] 1.2463816
##  [333,] 1.3157055
##  [334,] 1.1326331
##  [335,] 0.8386233
##  [336,] 1.2037062
##  [337,] 0.9046109
##  [338,] 0.6054782
##  [339,] 0.7758066
##  [340,] 1.2659348
##  [341,] 0.4305141
##  [342,] 0.9117952
##  [343,] 0.9289996
##  [344,] 0.7804655
##  [345,] 0.7351536
##  [346,] 0.7050586
##  [347,] 0.4391470
##  [348,] 0.3585475
##  [349,] 0.7500552
##  [350,] 0.8846538
##  [351,] 0.7491450
##  [352,] 1.8730093
##  [353,] 0.4420362
##  [354,] 0.4940014
##  [355,] 1.6518390
##  [356,] 1.1068957
##  [357,] 1.2028160
##  [358,] 0.5541612
##  [359,] 0.6077706
##  [360,] 0.9911884
##  [361,] 1.7196531
##  [362,] 1.3114793
##  [363,] 1.5656376
##  [364,] 0.6997364
##  [365,] 1.1700799
##  [366,] 0.6668244
##  [367,] 0.7778289
##  [368,] 0.5566448
##  [369,] 1.2459475
##  [370,] 0.5169927
##  [371,] 1.1685789
##  [372,] 2.4230691
##  [373,] 2.1451590
##  [374,] 0.7263156
##  [375,] 1.4544745
##  [376,] 0.4647421
##  [377,] 1.1978525
##  [378,] 1.5060778
##  [379,] 1.4955802
##  [380,] 1.1463860
##  [381,] 2.1449155
##  [382,] 1.2132749
##  [383,] 0.6647347
##  [384,] 0.6939479
##  [385,] 1.0024374
##  [386,] 0.7757070
##  [387,] 1.2352999
##  [388,] 0.9681061
##  [389,] 1.2692916
##  [390,] 0.6342800
##  [391,] 1.0406373
##  [392,] 0.9293741
##  [393,] 0.6130021
##  [394,] 0.8691411
##  [395,] 0.2989663
##  [396,] 0.5964243
##  [397,] 0.7716746
##  [398,] 1.2115687
##  [399,] 0.2742642
##  [400,] 0.8531052
##  [401,] 0.9943790
##  [402,] 1.1039144
##  [403,] 0.8527500
##  [404,] 0.7219207
##  [405,] 1.5835392
##  [406,] 2.3364668
##  [407,] 1.3953398
##  [408,] 0.7393524
##  [409,] 1.7826274
##  [410,] 0.5275091
##  [411,] 1.2828927
##  [412,] 0.8879161
##  [413,] 0.9961665
##  [414,] 0.6659698
##  [415,] 2.0941150
##  [416,] 1.0194714
##  [417,] 0.7089414
##  [418,] 0.8318817
##  [419,] 1.3058380
##  [420,] 0.9841106
##  [421,] 0.9045463
##  [422,] 0.8255165
##  [423,] 0.6083587
##  [424,] 1.1018226
##  [425,] 1.0664922
##  [426,] 1.8018961
##  [427,] 0.5596308
##  [428,] 0.7375205
##  [429,] 0.4216699
##  [430,] 0.7347390
##  [431,] 1.3031987
##  [432,] 1.4321041
##  [433,] 1.3967921
##  [434,] 0.4380609
##  [435,] 0.3432023
##  [436,] 0.9057509
##  [437,] 0.7279128
##  [438,] 1.2718746
##  [439,] 0.4287830
##  [440,] 0.8377563
##  [441,] 0.5241539
##  [442,] 1.0261830
##  [443,] 1.0718203
##  [444,] 0.3309091
##  [445,] 1.1990533
##  [446,] 1.2495366
##  [447,] 1.0270197
##  [448,] 1.2613715
##  [449,] 1.3704958
##  [450,] 1.9374188
##  [451,] 1.2255953
##  [452,] 1.3647318
##  [453,] 1.2705831
##  [454,] 0.8706446
##  [455,] 1.9018955
##  [456,] 0.9119012
##  [457,] 1.4400380
##  [458,] 0.9543140
##  [459,] 1.0739196
##  [460,] 1.3580926
##  [461,] 1.0734287
##  [462,] 0.5953918
##  [463,] 0.6577837
##  [464,] 0.4333508
##  [465,] 0.8119609
##  [466,] 0.8985726
##  [467,] 0.9951474
##  [468,] 0.6070414
##  [469,] 0.6224063
##  [470,] 0.4397689
##  [471,] 1.0803167
##  [472,] 1.0431798
##  [473,] 1.8129166
##  [474,] 0.7206321
##  [475,] 1.4690197
##  [476,] 0.6278170
##  [477,] 1.0251343
##  [478,] 1.4804817
##  [479,] 2.0611298
##  [480,] 1.0451618
##  [481,] 0.6483588
##  [482,] 0.8803969
##  [483,] 0.9815748
##  [484,] 1.5470018
##  [485,] 1.1809474
##  [486,] 1.1904400
##  [487,] 3.4537347
##  [488,] 0.2707614
##  [489,] 0.8858711
##  [490,] 0.4302965
##  [491,] 1.4313112
##  [492,] 0.9128033
##  [493,] 0.7464206
##  [494,] 0.5357472
##  [495,] 0.5722932
##  [496,] 0.5741160
##  [497,] 0.6320316
##  [498,] 0.8745038
##  [499,] 0.7983889
##  [500,] 2.1113300
##  [501,] 0.7358476
##  [502,] 0.7678030
##  [503,] 1.2469522
##  [504,] 0.6382401
##  [505,] 0.8067354
##  [506,] 0.8804378
##  [507,] 0.6863478
##  [508,] 1.1242987
##  [509,] 1.0537130
##  [510,] 1.5940146
##  [511,] 1.8943193
##  [512,] 0.8447794
##  [513,] 0.8115965
##  [514,] 0.6365190
##  [515,] 0.4053227
##  [516,] 1.8546237
##  [517,] 0.7715602
##  [518,] 0.6468601
##  [519,] 1.1931736
##  [520,] 0.5555418
##  [521,] 0.6390083
##  [522,] 1.3955477
##  [523,] 0.2586535
##  [524,] 1.4128837
##  [525,] 0.8049521
##  [526,] 1.5401811
##  [527,] 0.8222791
##  [528,] 1.2535698
##  [529,] 0.7281076
##  [530,] 0.5962325
##  [531,] 1.1803819
##  [532,] 0.8781122
##  [533,] 1.1542172
##  [534,] 1.8510381
##  [535,] 1.2238450
##  [536,] 1.0077937
##  [537,] 0.3679122
##  [538,] 0.4098247
##  [539,] 0.8996039
##  [540,] 0.6964456
##  [541,] 0.6488016
##  [542,] 0.5167388
##  [543,] 1.0817189
##  [544,] 0.8803466
##  [545,] 2.0547490
##  [546,] 1.3154019
##  [547,] 0.9924043
##  [548,] 1.1820722
##  [549,] 1.5665362
##  [550,] 1.7791325
##  [551,] 1.1029034
##  [552,] 0.8387988
##  [553,] 1.3107232
##  [554,] 1.1438875
##  [555,] 1.7612405
##  [556,] 0.7013621
##  [557,] 0.9162133
##  [558,] 1.4607566
##  [559,] 1.4596785
##  [560,] 0.6554095
##  [561,] 0.8978691
##  [562,] 0.9042487
##  [563,] 0.8079850
##  [564,] 0.8544677
##  [565,] 0.5337422
##  [566,] 0.5465673
##  [567,] 0.4046534
##  [568,] 2.3837885
##  [569,] 0.6113792
##  [570,] 0.5604937
##  [571,] 0.9208221
##  [572,] 0.5410794
##  [573,] 1.2046794
##  [574,] 1.3210042
##  [575,] 1.2043459
##  [576,] 0.6682633
##  [577,] 0.4639283
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##  [758,] 1.0628218
##  [759,] 1.0454753
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##  [777,] 1.9732884
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##  [781,] 0.9572279
##  [782,] 1.1003742
##  [783,] 0.7828482
##  [784,] 0.3622956
##  [785,] 1.1761944
##  [786,] 0.5893674
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##  [790,] 1.1141245
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##  [816,] 1.0489251
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##  [820,] 1.0952047
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##  [832,] 0.5594027
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##  [834,] 0.4150469
##  [835,] 1.5579819
##  [836,] 1.0034951
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##  [838,] 0.9972428
##  [839,] 0.5071429
##  [840,] 0.7629031
##  [841,] 0.6379537
##  [842,] 0.7532179
##  [843,] 2.0023209
##  [844,] 0.6794441
##  [845,] 0.2781071
##  [846,] 1.0346910
##  [847,] 0.7482667
##  [848,] 0.9099372
##  [849,] 0.5770193
##  [850,] 1.2249951
##  [851,] 1.1930161
##  [852,] 0.3044566
##  [853,] 1.5254827
##  [854,] 0.8027898
##  [855,] 1.2156864
##  [856,] 0.4178510
##  [857,] 0.8411384
##  [858,] 1.2649320
##  [859,] 0.8654795
##  [860,] 0.7517339
##  [861,] 1.6184623
##  [862,] 0.9051014
##  [863,] 1.0466100
##  [864,] 1.6076011
##  [865,] 1.4878609
##  [866,] 0.6823421
##  [867,] 1.2270625
##  [868,] 0.5361925
##  [869,] 0.9742160
##  [870,] 0.7214921
##  [871,] 0.7515620
##  [872,] 1.0891622
##  [873,] 0.9960607
##  [874,] 0.6742165
##  [875,] 1.1056781
##  [876,] 0.7032091
##  [877,] 2.0275385
##  [878,] 0.5811799
##  [879,] 0.9819792
##  [880,] 0.8912082
##  [881,] 0.6865525
##  [882,] 1.5015088
##  [883,] 0.5309577
##  [884,] 0.5037673
##  [885,] 0.5199873
##  [886,] 0.9339021
##  [887,] 0.7356124
##  [888,] 1.0035457
##  [889,] 1.3938518
##  [890,] 1.2622035
##  [891,] 0.8142030
##  [892,] 0.8326435
##  [893,] 0.8496905
##  [894,] 1.2338828
##  [895,] 0.8993693
##  [896,] 0.5131441
##  [897,] 1.6206243
##  [898,] 1.2268459
##  [899,] 1.3084669
##  [900,] 0.8001026
##  [901,] 0.7274044
##  [902,] 0.8571726
##  [903,] 0.6136853
##  [904,] 1.0704184
##  [905,] 1.0047889
##  [906,] 1.5725125
##  [907,] 1.9723836
##  [908,] 0.7014901
##  [909,] 1.0608075
##  [910,] 0.6655483
##  [911,] 1.0831975
##  [912,] 1.4488532
##  [913,] 1.2535463
##  [914,] 1.4886304
##  [915,] 1.3931739
##  [916,] 1.3426632
##  [917,] 1.4439752
##  [918,] 0.9342652
##  [919,] 0.8361482
##  [920,] 1.2920959
##  [921,] 0.6402879
##  [922,] 1.2240306
##  [923,] 0.9755752
##  [924,] 1.6802608
##  [925,] 0.7107965
##  [926,] 0.3490404
##  [927,] 0.8127003
##  [928,] 0.5134401
##  [929,] 0.6728996
##  [930,] 1.7895029
##  [931,] 1.2860002
##  [932,] 0.9059623
##  [933,] 0.7519710
##  [934,] 0.4829129
##  [935,] 1.0427628
##  [936,] 0.5660363
##  [937,] 0.7012817
##  [938,] 0.5650884
##  [939,] 0.7503081
##  [940,] 0.9381487
##  [941,] 1.4682954
##  [942,] 1.8524588
##  [943,] 0.8570966
##  [944,] 0.9079246
##  [945,] 0.4063707
##  [946,] 1.4251038
##  [947,] 0.9262010
##  [948,] 1.1723798
##  [949,] 0.7231966
##  [950,] 0.5826335
##  [951,] 2.1861134
##  [952,] 1.0000414
##  [953,] 0.7824531
##  [954,] 1.4866767
##  [955,] 3.0841188
##  [956,] 0.8281355
##  [957,] 0.7079880
##  [958,] 1.0283885
##  [959,] 0.5116228
##  [960,] 1.6107881
##  [961,] 1.5128411
##  [962,] 0.5537148
##  [963,] 0.7262767
##  [964,] 0.9068373
##  [965,] 1.0023418
##  [966,] 0.9320798
##  [967,] 1.0945651
##  [968,] 1.6626052
##  [969,] 1.2333393
##  [970,] 0.9811717
##  [971,] 0.4690251
##  [972,] 1.2912111
##  [973,] 1.0494514
##  [974,] 0.5387907
##  [975,] 0.7331141
##  [976,] 0.4660620
##  [977,] 0.7982098
##  [978,] 1.1757248
##  [979,] 1.3341206
##  [980,] 0.8516158
##  [981,] 0.9088029
##  [982,] 0.9459441
##  [983,] 0.9557832
##  [984,] 1.3070870
##  [985,] 2.6009300
##  [986,] 0.9324880
##  [987,] 1.0898998
##  [988,] 1.6268382
##  [989,] 0.6512614
##  [990,] 0.7722134
##  [991,] 0.8027614
##  [992,] 1.2674381
##  [993,] 1.3113904
##  [994,] 1.1549678
##  [995,] 0.4332097
##  [996,] 0.8724002
##  [997,] 0.4775459
##  [998,] 0.6093108
##  [999,] 0.8655256
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
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## 15            1          -1          -1          -1          -1          -1
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## 99            1          -1          -1          -1          -1          -1
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## 101           1          -1          -1          -1          -1          -1
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## 105           1           1           0           0           0           0
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## 107           1          -1          -1          -1          -1          -1
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##     demo$major6 demo$major7 demo$major8
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## 
## $terms
## sci_comp ~ demo$major
## attr(,"variables")
## list(sci_comp, demo$major)
## attr(,"factors")
##            demo$major
## sci_comp            0
## demo$major          1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Personal Community Orientation

Now, Personal Community Orientation:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs   MeanSqs F.Model      R2 Pr(>F)
## demo$major   8   0.10277 0.0128465  1.4734 0.03745  0.108
## Residuals  303   2.64181 0.0087188         0.96255       
## Total      311   2.74458                   1.00000       
## 
## $call
## adonis(formula = per_comm_orient ~ demo$major)
## 
## $coefficients
##             per_comm_orient1 per_comm_orient2 per_comm_orient3 per_comm_orient4
## (Intercept)       5.02189614       4.94563134       5.55336942      5.290255447
## demo$major1       0.23162499       0.18112922      -0.06041168     -0.008565306
## demo$major2      -0.02189614      -0.08848848      -0.26765514     -0.433112590
## demo$major3      -0.02189614      -0.23134563      -0.26765514     -0.290255447
## demo$major4      -2.02189614      -1.94563134      -0.55336942     -0.290255447
## demo$major5       0.24477053      -0.14563134      -0.02003609     -0.156922114
## demo$major6       0.29628568       0.43099203       0.13494226      0.229225072
## demo$major7       0.47810386       1.05436866       0.44663058      0.209744553
## demo$major8       0.58679951       0.31523822       0.35967405      0.405396727
## 
## $coef.sites
##                        1             2            3            4            5
## (Intercept)  0.099327078  0.0799111934  0.084786096  0.084786096  0.084786096
## demo$major1 -0.020633379 -0.0236618245 -0.022586947 -0.022586947 -0.022586947
## demo$major2 -0.004216802  0.0121659185  0.009068257  0.009068257  0.009068257
## demo$major3 -0.001997663 -0.0070795580  0.010198263  0.010198263  0.010198263
## demo$major4  0.089862111  0.0311999177  0.094701083  0.094701083  0.094701083
## demo$major5  0.011710389  0.0068534914  0.021218753  0.021218753  0.021218753
## demo$major6 -0.013326713 -0.0012077529 -0.023476799 -0.023476799 -0.023476799
## demo$major7 -0.032039294 -0.0121605159 -0.041225490 -0.041225490 -0.041225490
## demo$major8 -0.019382937 -0.0006870851 -0.028024982 -0.028024982 -0.028024982
##                        6            7           8            9           10
## (Intercept)  0.083333372  0.138282521  0.09074199  0.103182005  0.104366226
## demo$major1 -0.024548479 -0.013963061 -0.02399712 -0.023398212 -0.009468183
## demo$major2  0.011776904  0.021227769  0.01174094  0.017284712  0.018847360
## demo$major3 -0.000472822  0.016658498  0.01264631  0.012111058 -0.015963027
## demo$major4  0.051801763  0.117531432  0.10925801  0.096817995 -0.045542697
## demo$major5  0.011277162  0.007249969  0.01901148  0.006450689  0.004183403
## demo$major6 -0.010566098 -0.024854262 -0.02661711 -0.020352460  0.013971290
## demo$major7 -0.016045588 -0.056551752 -0.04720458 -0.039236427  0.015490661
## demo$major8 -0.009726587 -0.038855562 -0.03552017 -0.029723790  0.011794995
##                       11          12            13            14           15
## (Intercept)  0.154077672  0.09074199  0.0799111934  0.0799111934  0.090251835
## demo$major1 -0.012496556 -0.02399712 -0.0236618245 -0.0236618245 -0.020320738
## demo$major2  0.022851962  0.01174094  0.0121659185  0.0121659185  0.016486931
## demo$major3  0.018429401  0.01264631 -0.0070795580 -0.0070795580 -0.002768184
## demo$major4  0.118649600  0.10925801  0.0311999177  0.0311999177  0.020859277
## demo$major5  0.004095771  0.01901148  0.0068534914  0.0068534914  0.017053391
## demo$major6 -0.025786580 -0.02661711 -0.0012077529 -0.0012077529 -0.001747636
## demo$major7 -0.054347214 -0.04720458 -0.0121605159 -0.0121605159 -0.022501157
## demo$major8 -0.041587469 -0.03552017 -0.0006870851 -0.0006870851 -0.002324111
##                        16          17           18          19           20
## (Intercept)  0.2010244614  0.09074199  0.110437605  0.09074199  0.121119496
## demo$major1  0.0001764237 -0.02399712 -0.014420711 -0.02399712 -0.021409825
## demo$major2 -0.0056672887  0.01174094  0.019395778  0.01174094  0.012412825
## demo$major3 -0.0329432736  0.01264631  0.001018113  0.01264631 -0.007172080
## demo$major4 -0.0676911281  0.10925801  0.047457132  0.10925801  0.021737647
## demo$major5 -0.0097179131  0.01901148 -0.001932518  0.01901148  0.009678559
## demo$major6  0.0271655278 -0.02661711 -0.003736540 -0.02661711 -0.005434863
## demo$major7  0.0400011796 -0.04720458 -0.022362395 -0.04720458 -0.002937678
## demo$major8  0.0272510388 -0.03552017 -0.019950036 -0.03552017  0.002038776
##                       21            22           23          24           25
## (Intercept)  0.238827022  0.0799111934  0.084786096  0.10723355  0.104366226
## demo$major1  0.000352683 -0.0236618245 -0.022586947 -0.02083896 -0.009468183
## demo$major2 -0.006745339  0.0121659185  0.009068257  0.01510714  0.018847360
## demo$major3 -0.024664324 -0.0070795580  0.010198263  0.01022579 -0.015963027
## demo$major4 -0.066413229  0.0311999177  0.094701083  0.11227865 -0.045542697
## demo$major5 -0.006596817  0.0068534914  0.021218753  0.01687237  0.004183403
## demo$major6  0.024537810 -0.0012077529 -0.023476799 -0.02595527  0.013971290
## demo$major7  0.036714773 -0.0121605159 -0.041225490 -0.04375529  0.015490661
## demo$major8  0.024143132 -0.0006870851 -0.028024982 -0.04068857  0.011794995
##                        26           27           28          29           30
## (Intercept)  0.9992784993  0.087922313  0.154077672  0.09074199  0.089736022
## demo$major1  0.0007215007 -0.023252548 -0.012496556 -0.02399712 -0.014731966
## demo$major2  0.0007215007  0.012143220  0.022851962  0.01174094  0.013700269
## demo$major3  0.0007215007  0.006791866  0.018429401  0.01264631 -0.013035646
## demo$major4  0.0007215007  0.091564866  0.118649600  0.10925801 -0.004021736
## demo$major5  0.0007215007  0.015119573  0.004095771  0.01901148  0.002358516
## demo$major6 -0.0057720058 -0.018322560 -0.025786580 -0.02661711  0.007926443
## demo$major7  0.0007215007 -0.044361707 -0.054347214 -0.04720458  0.003445797
## demo$major8  0.0007215007 -0.027730578 -0.041587469 -0.03552017  0.001892199
##                      31           32            33           34          35
## (Intercept)  0.09074199  0.084786096  0.1301943724  0.102122497  0.09074199
## demo$major1 -0.02399712 -0.022586947 -0.0253258851 -0.016728249 -0.02399712
## demo$major2  0.01174094  0.009068257  0.0009557224  0.014251069  0.01174094
## demo$major3  0.01264631  0.010198263 -0.0092675783  0.001668286  0.01264631
## demo$major4  0.10925801  0.094701083  0.0462762158  0.033012639  0.10925801
## demo$major5  0.01901148  0.021218753  0.0007486587  0.015614487  0.01901148
## demo$major6 -0.02661711 -0.023476799 -0.0019734437 -0.013352736 -0.02661711
## demo$major7 -0.04720458 -0.041225490 -0.0103374851 -0.011025188 -0.04720458
## demo$major8 -0.03552017 -0.028024982  0.0025043055 -0.009564726 -0.03552017
##                       36           37          38           39           40
## (Intercept)  0.139514314  0.086122245  0.09074199  0.089736022  0.085218285
## demo$major1 -0.015747187 -0.027188737 -0.02399712 -0.014731966 -0.020425061
## demo$major2  0.019995977  0.013943288  0.01174094  0.013700269  0.009891991
## demo$major3  0.015426705  0.008591935  0.01264631 -0.013035646 -0.002357735
## demo$major4  0.116299640  0.093364935  0.10925801 -0.004021736  0.049916850
## demo$major5  0.003595629  0.016919642  0.01901148  0.002358516  0.009392249
## demo$major6 -0.027551919 -0.019476337 -0.02661711  0.007926443 -0.009356269
## demo$major7 -0.038552775 -0.042561639 -0.04720458  0.003445797 -0.017930500
## demo$major8 -0.044948656 -0.027820869 -0.03552017  0.001892199 -0.009635215
##                       41          42            43           44           45
## (Intercept)  0.084786096  0.09074199  0.0799111934  0.084786096  0.089736022
## demo$major1 -0.022586947 -0.02399712 -0.0236618245 -0.022586947 -0.014731966
## demo$major2  0.009068257  0.01174094  0.0121659185  0.009068257  0.013700269
## demo$major3  0.010198263  0.01264631 -0.0070795580  0.010198263 -0.013035646
## demo$major4  0.094701083  0.10925801  0.0311999177  0.094701083 -0.004021736
## demo$major5  0.021218753  0.01901148  0.0068534914  0.021218753  0.002358516
## demo$major6 -0.023476799 -0.02661711 -0.0012077529 -0.023476799  0.007926443
## demo$major7 -0.041225490 -0.04720458 -0.0121605159 -0.041225490  0.003445797
## demo$major8 -0.028024982 -0.03552017 -0.0006870851 -0.028024982  0.001892199
##                       46           47            48            49            50
## (Intercept)  0.261932240  0.230658906  0.0765126679  0.0799111934  0.0915673637
## demo$major1  0.010912412 -0.017206788 -0.0249884343 -0.0236618245 -0.0220090050
## demo$major2 -0.015585005 -0.015375943  0.0116289669  0.0121659185  0.0126917312
## demo$major3 -0.020600769 -0.025018065 -0.0002966358 -0.0070795580  0.0004973525
## demo$major4 -0.119075097  0.059663675  0.0586224673  0.0311999177  0.0663273731
## demo$major5 -0.008322981 -0.014306071  0.0149970911  0.0068534914  0.0074013654
## demo$major6  0.034181890  0.004427810 -0.0070931585 -0.0012077529 -0.0130133132
## demo$major7  0.050107072  0.005452205 -0.0330344070 -0.0121605159 -0.0247687492
## demo$major8  0.037761818 -0.003116851 -0.0113896221 -0.0006870851 -0.0179480447
##                      51          52           53          54           55
## (Intercept)  0.09074199  0.09074199  0.079859665  0.09074199  0.139514314
## demo$major1 -0.02399712 -0.02399712 -0.025790513 -0.02399712 -0.015747187
## demo$major2  0.01174094  0.01174094  0.011247503  0.01174094  0.019995977
## demo$major3  0.01264631  0.01264631  0.005993871  0.01264631  0.015426705
## demo$major4  0.10925801  0.10925801  0.078035072  0.10925801  0.116299640
## demo$major5  0.01901148  0.01901148  0.019109064  0.01901148  0.003595629
## demo$major6 -0.02661711 -0.02661711 -0.016076242 -0.02661711 -0.027551919
## demo$major7 -0.04720458 -0.04720458 -0.036316864 -0.04720458 -0.038552775
## demo$major8 -0.03552017 -0.03552017 -0.019952812 -0.03552017 -0.044948656
##                      56            57           58           59          60
## (Intercept)  0.09074199  0.0765126679  0.079859665  0.084786096  0.10723355
## demo$major1 -0.02399712 -0.0249884343 -0.025790513 -0.022586947 -0.02083896
## demo$major2  0.01174094  0.0116289669  0.011247503  0.009068257  0.01510714
## demo$major3  0.01264631 -0.0002966358  0.005993871  0.010198263  0.01022579
## demo$major4  0.10925801  0.0586224673  0.078035072  0.094701083  0.11227865
## demo$major5  0.01901148  0.0149970911  0.019109064  0.021218753  0.01687237
## demo$major6 -0.02661711 -0.0070931585 -0.016076242 -0.023476799 -0.02595527
## demo$major7 -0.04720458 -0.0330344070 -0.036316864 -0.041225490 -0.04375529
## demo$major8 -0.03552017 -0.0113896221 -0.019952812 -0.028024982 -0.04068857
##                       61           62           63           64           65
## (Intercept)  0.083064569  0.107290192  0.113144284  0.124450432  0.139514314
## demo$major1 -0.026469569 -0.020332221 -0.017445873 -0.018701648 -0.015747187
## demo$major2  0.014391805  0.015050494  0.002550506  0.016880659  0.019995977
## demo$major3  0.002506641  0.016000049 -0.016804577  0.017872800  0.015426705
## demo$major4  0.074830168  0.112222003  0.004502775  0.113644806  0.116299640
## demo$major5  0.012873857  0.008697804  0.002442383  0.005404022  0.003595629
## demo$major6 -0.010804186 -0.027300831  0.006615748 -0.028260131 -0.027551919
## demo$major7 -0.039521768 -0.043811932  0.006712604 -0.041847178 -0.038552775
## demo$major8 -0.019659351 -0.037197356  0.010139915 -0.040119924 -0.044948656
##                       66           67            68          69          70
## (Intercept)  0.119044043  0.083064569  0.0765126679  0.09074199  0.09074199
## demo$major1 -0.024104898 -0.026469569 -0.0249884343 -0.02399712 -0.02399712
## demo$major2 -0.007885745  0.014391805  0.0116289669  0.01174094  0.01174094
## demo$major3 -0.011862058  0.002506641 -0.0002966358  0.01264631  0.01264631
## demo$major4  0.080955957  0.074830168  0.0586224673  0.10925801  0.10925801
## demo$major5  0.008401879  0.012873857  0.0149970911  0.01901148  0.01901148
## demo$major6 -0.004748047 -0.010804186 -0.0070931585 -0.02661711 -0.02661711
## demo$major7 -0.025862225 -0.039521768 -0.0330344070 -0.04720458 -0.04720458
## demo$major8 -0.009139717 -0.019659351 -0.0113896221 -0.03552017 -0.03552017
##                       71            72          73            74           75
## (Intercept)  0.083064569  0.0799111934  0.09074199  0.0765126679  0.154077672
## demo$major1 -0.026469569 -0.0236618245 -0.02399712 -0.0249884343 -0.012496556
## demo$major2  0.014391805  0.0121659185  0.01174094  0.0116289669  0.022851962
## demo$major3  0.002506641 -0.0070795580  0.01264631 -0.0002966358  0.018429401
## demo$major4  0.074830168  0.0311999177  0.10925801  0.0586224673  0.118649600
## demo$major5  0.012873857  0.0068534914  0.01901148  0.0149970911  0.004095771
## demo$major6 -0.010804186 -0.0012077529 -0.02661711 -0.0070931585 -0.025786580
## demo$major7 -0.039521768 -0.0121605159 -0.04720458 -0.0330344070 -0.054347214
## demo$major8 -0.019659351 -0.0006870851 -0.03552017 -0.0113896221 -0.041587469
##                       76          77          78           79          80
## (Intercept)  0.084786096  0.09074199  0.09074199  0.124450432  0.09074199
## demo$major1 -0.022586947 -0.02399712 -0.02399712 -0.018701648 -0.02399712
## demo$major2  0.009068257  0.01174094  0.01174094  0.016880659  0.01174094
## demo$major3  0.010198263  0.01264631  0.01264631  0.017872800  0.01264631
## demo$major4  0.094701083  0.10925801  0.10925801  0.113644806  0.10925801
## demo$major5  0.021218753  0.01901148  0.01901148  0.005404022  0.01901148
## demo$major6 -0.023476799 -0.02661711 -0.02661711 -0.028260131 -0.02661711
## demo$major7 -0.041225490 -0.04720458 -0.04720458 -0.041847178 -0.04720458
## demo$major8 -0.028024982 -0.03552017 -0.03552017 -0.040119924 -0.03552017
##                      81          82           83            84           85
## (Intercept)  0.09074199  0.09074199  0.084786096  0.0799111934  0.104609168
## demo$major1 -0.02399712 -0.02399712 -0.022586947 -0.0236618245 -0.014982696
## demo$major2  0.01174094  0.01174094  0.009068257  0.0121659185 -0.001172878
## demo$major3  0.01264631  0.01264631  0.010198263 -0.0070795580 -0.012667988
## demo$major4  0.10925801  0.10925801  0.094701083  0.0311999177  0.038247975
## demo$major5  0.01901148  0.01901148  0.021218753  0.0068534914  0.004764186
## demo$major6 -0.02661711 -0.02661711 -0.023476799 -0.0012077529  0.003712255
## demo$major7 -0.04720458 -0.04720458 -0.041225490 -0.0121605159 -0.011427350
## demo$major8 -0.03552017 -0.03552017 -0.028024982 -0.0006870851 -0.008388857
##                       86          87            88            89           90
## (Intercept)  0.084786096  0.10723355  0.0799111934  0.0765126679  0.104366226
## demo$major1 -0.022586947 -0.02083896 -0.0236618245 -0.0249884343 -0.009468183
## demo$major2  0.009068257  0.01510714  0.0121659185  0.0116289669  0.018847360
## demo$major3  0.010198263  0.01022579 -0.0070795580 -0.0002966358 -0.015963027
## demo$major4  0.094701083  0.11227865  0.0311999177  0.0586224673 -0.045542697
## demo$major5  0.021218753  0.01687237  0.0068534914  0.0149970911  0.004183403
## demo$major6 -0.023476799 -0.02595527 -0.0012077529 -0.0070931585  0.013971290
## demo$major7 -0.041225490 -0.04375529 -0.0121605159 -0.0330344070  0.015490661
## demo$major8 -0.028024982 -0.04068857 -0.0006870851 -0.0113896221  0.011794995
##                      91           92           93           94            95
## (Intercept)  0.10187205  0.124217481  0.084786096  0.140122431  0.0799111934
## demo$major1 -0.01889673 -0.007795189 -0.022586947 -0.016704603 -0.0236618245
## demo$major2  0.01251564  0.003851479  0.009068257 -0.002421406  0.0121659185
## demo$major3  0.01367982 -0.023342442  0.010198263 -0.021321487 -0.0070795580
## demo$major4  0.09812795 -0.033308390  0.094701083  0.036348157  0.0311999177
## demo$major5  0.01065920 -0.002449452  0.021218753 -0.010018262  0.0068534914
## demo$major6 -0.02426637  0.016459543 -0.023476799  0.005844441 -0.0012077529
## demo$major7 -0.03792647  0.023652193 -0.041225490  0.005375482 -0.0121605159
## demo$major8 -0.02992908  0.013146604 -0.028024982 -0.003808628 -0.0006870851
##                        96          97            98            99           100
## (Intercept)  0.0799111934  0.09074199  0.0765126679  0.0799111934  0.1432774290
## demo$major1 -0.0236618245 -0.02399712 -0.0249884343 -0.0236618245  0.0006809703
## demo$major2  0.0121659185  0.01174094  0.0116289669  0.0121659185  0.0061108734
## demo$major3 -0.0070795580  0.01264631 -0.0002966358 -0.0070795580 -0.0211612141
## demo$major4  0.0311999177  0.10925801  0.0586224673  0.0311999177 -0.0807774290
## demo$major5  0.0068534914  0.01901148  0.0149970911  0.0068534914 -0.0036462746
## demo$major6 -0.0012077529 -0.02661711 -0.0070931585 -0.0012077529  0.0250508913
## demo$major7 -0.0121605159 -0.04720458 -0.0330344070 -0.0121605159  0.0340462362
## demo$major8 -0.0006870851 -0.03552017 -0.0113896221 -0.0006870851  0.0210558104
##                      101         102          103          104          105
## (Intercept)  0.154077672  0.09074199  0.094392060  0.089736022  0.089725851
## demo$major1 -0.012496556 -0.02399712 -0.023890387 -0.014731966 -0.026036632
## demo$major2  0.022851962  0.01174094 -0.002314948  0.013700269  0.014533244
## demo$major3  0.018429401  0.01264631 -0.006715621 -0.013035646  0.002338866
## demo$major4  0.118649600  0.10925801  0.072274606 -0.004021736  0.068168886
## demo$major5  0.004095771  0.01901148  0.009214730  0.002358516  0.009242878
## demo$major6 -0.025786580 -0.02661711 -0.005296489  0.007926443 -0.014194451
## demo$major7 -0.054347214 -0.04720458 -0.026641383  0.003445797 -0.022927236
## demo$major8 -0.041587469 -0.03552017 -0.010694360  0.001892199 -0.018038899
##                      106          107          108          109          110
## (Intercept)  0.088362459  0.079859665  0.118134348  0.087922313  0.086094289
## demo$major1 -0.021329949 -0.025790513 -0.015848922 -0.023252548 -0.016350131
## demo$major2  0.009547429  0.011247503  0.015868146  0.012143220  0.013125680
## demo$major3  0.003984583  0.005993871  0.011234922  0.006791866 -0.005936646
## demo$major4  0.069532277  0.078035072  0.101377847  0.091564866  0.025016822
## demo$major5  0.013636573  0.019109064  0.008692662  0.015119573  0.010829126
## demo$major6 -0.018285370 -0.016076242 -0.023655316 -0.018322560  0.001652599
## demo$major7 -0.021563845 -0.036316864 -0.034656087 -0.044361707 -0.018343612
## demo$major8 -0.018241506 -0.019952812 -0.035218638 -0.027730578 -0.009150333
##                       111          112           113         114           115
## (Intercept)  0.0799111934  0.089725851  0.0799111934  0.09074199  0.0940052744
## demo$major1 -0.0236618245 -0.026036632 -0.0236618245 -0.02399712 -0.0188042410
## demo$major2  0.0121659185  0.014533244  0.0121659185  0.01174094  0.0171530235
## demo$major3 -0.0070795580  0.002338866 -0.0070795580  0.01264631 -0.0097861019
## demo$major4  0.0311999177  0.068168886  0.0311999177  0.10925801 -0.0082909887
## demo$major5  0.0068534914  0.009242878  0.0068534914  0.01901148  0.0087487028
## demo$major6 -0.0012077529 -0.014194451 -0.0012077529 -0.02661711  0.0044368438
## demo$major7 -0.0121605159 -0.022927236 -0.0121605159 -0.04720458 -0.0008234562
## demo$major8 -0.0006870851 -0.018038899 -0.0006870851 -0.03552017  0.0088915021
##                       116          117          118          119          120
## (Intercept)  0.0799111934  0.084786096  0.086122245  0.084786096  0.083064569
## demo$major1 -0.0236618245 -0.022586947 -0.027188737 -0.022586947 -0.026469569
## demo$major2  0.0121659185  0.009068257  0.013943288  0.009068257  0.014391805
## demo$major3 -0.0070795580  0.010198263  0.008591935  0.010198263  0.002506641
## demo$major4  0.0311999177  0.094701083  0.093364935  0.094701083  0.074830168
## demo$major5  0.0068534914  0.021218753  0.016919642  0.021218753  0.012873857
## demo$major6 -0.0012077529 -0.023476799 -0.019476337 -0.023476799 -0.010804186
## demo$major7 -0.0121605159 -0.041225490 -0.042561639 -0.041225490 -0.039521768
## demo$major8 -0.0006870851 -0.028024982 -0.027820869 -0.028024982 -0.019659351
##                     121           122         123           124          125
## (Intercept)  0.09074199  0.0799111934  0.09074199  0.0799111934  0.081701178
## demo$major1 -0.02399712 -0.0236618245 -0.02399712 -0.0236618245 -0.021762886
## demo$major2  0.01174094  0.0121659185  0.01174094  0.0121659185  0.009405990
## demo$major3  0.01264631 -0.0070795580  0.01264631 -0.0070795580  0.004152358
## demo$major4  0.10925801  0.0311999177  0.10925801  0.0311999177  0.076193559
## demo$major5  0.01901148  0.0068534914  0.01901148  0.0068534914  0.017267551
## demo$major6 -0.02661711 -0.0012077529 -0.02661711 -0.0012077529 -0.014895104
## demo$major7 -0.04720458 -0.0121605159 -0.04720458 -0.0121605159 -0.038158377
## demo$major8 -0.03552017 -0.0006870851 -0.03552017 -0.0006870851 -0.019861957
##                       126          127           128          129           130
## (Intercept)  0.1138741775  0.124450432  0.0940052744  0.134109925  0.0799111934
## demo$major1 -0.0111464674 -0.018701648 -0.0188042410 -0.014686650 -0.0236618245
## demo$major2  0.0172759173  0.016880659  0.0171530235 -0.006040965  0.0121659185
## demo$major3 -0.0008838913  0.017872800 -0.0097861019 -0.025071621 -0.0070795580
## demo$major4 -0.0550506481  0.113644806 -0.0082909887  0.017405226  0.0311999177
## demo$major5  0.0132531050  0.005404022  0.0087487028 -0.008413537  0.0068534914
## demo$major6  0.0099404468 -0.028260131  0.0044368438  0.010442678 -0.0012077529
## demo$major7  0.0059827098 -0.041847178 -0.0008234562  0.013759749 -0.0121605159
## demo$major8  0.0163400283 -0.040119924  0.0088915021  0.005811704 -0.0006870851
##                      131           132          133           134         135
## (Intercept)  0.261932240  0.0799111934  0.106334934  0.0799111934  0.09074199
## demo$major1  0.010912412 -0.0236618245 -0.021528734 -0.0236618245 -0.02399712
## demo$major2 -0.015585005  0.0121659185  0.014131782  0.0121659185  0.01174094
## demo$major3 -0.020600769 -0.0070795580  0.008958128 -0.0070795580  0.01264631
## demo$major4 -0.119075097  0.0311999177  0.093665066  0.0311999177  0.10925801
## demo$major5 -0.008322981  0.0068534914  0.011584065  0.0068534914  0.01901148
## demo$major6  0.034181890 -0.0012077529 -0.019561992 -0.0012077529 -0.02661711
## demo$major7  0.050107072 -0.0121605159 -0.042389356 -0.0121605159 -0.04720458
## demo$major8  0.037761818 -0.0006870851 -0.031026580 -0.0006870851 -0.03552017
##                      136         137          138          139         140
## (Intercept)  0.079859665  0.09074199  0.084786096  0.101814150  0.09074199
## demo$major1 -0.025790513 -0.02399712 -0.022586947 -0.019413715 -0.02399712
## demo$major2  0.011247503  0.01174094  0.009068257  0.012573539  0.01174094
## demo$major3  0.005993871  0.01264631  0.010198263  0.007785331  0.01264631
## demo$major4  0.078035072  0.10925801  0.094701083  0.098185850  0.10925801
## demo$major5  0.019109064  0.01901148  0.021218753  0.019003400  0.01901148
## demo$major6 -0.016076242 -0.02661711 -0.023476799 -0.022893445 -0.02661711
## demo$major7 -0.036316864 -0.04720458 -0.041225490 -0.037868572 -0.04720458
## demo$major8 -0.019952812 -0.03552017 -0.028024982 -0.033492896 -0.03552017
##                       141          142         143          144          145
## (Intercept)  0.1138741775  0.084786096  0.09074199  0.083064569  0.094392060
## demo$major1 -0.0111464674 -0.022586947 -0.02399712 -0.026469569 -0.023890387
## demo$major2  0.0172759173  0.009068257  0.01174094  0.014391805 -0.002314948
## demo$major3 -0.0008838913  0.010198263  0.01264631  0.002506641 -0.006715621
## demo$major4 -0.0550506481  0.094701083  0.10925801  0.074830168  0.072274606
## demo$major5  0.0132531050  0.021218753  0.01901148  0.012873857  0.009214730
## demo$major6  0.0099404468 -0.023476799 -0.02661711 -0.010804186 -0.005296489
## demo$major7  0.0059827098 -0.041225490 -0.04720458 -0.039521768 -0.026641383
## demo$major8  0.0163400283 -0.028024982 -0.03552017 -0.019659351 -0.010694360
##                       146          147         148           149          150
## (Intercept)  0.1007188287  0.079859665  0.09074199  0.0765126679  0.089736022
## demo$major1 -0.0254498628 -0.025790513 -0.02399712 -0.0249884343 -0.014731966
## demo$major2  0.0008849537  0.011247503  0.01174094  0.0116289669  0.013700269
## demo$major3 -0.0036847259  0.005993871  0.01264631 -0.0002966358 -0.013035646
## demo$major4  0.0884703605  0.078035072  0.10925801  0.0586224673 -0.004021736
## demo$major5  0.0072178638  0.019109064  0.01901148  0.0149970911  0.002358516
## demo$major6 -0.0091411630 -0.016076242 -0.02661711 -0.0070931585  0.007926443
## demo$major7 -0.0334310440 -0.036316864 -0.04720458 -0.0330344070  0.003445797
## demo$major8 -0.0191822062 -0.019952812 -0.03552017 -0.0113896221  0.001892199
##                      151         152          153           154          155
## (Intercept)  0.087922313  0.09074199  0.098201322  0.1183612963  0.084786096
## demo$major1 -0.023252548 -0.02399712 -0.018153176 -0.0203321539 -0.022586947
## demo$major2  0.012143220  0.01174094  0.013654145  0.0127887985  0.009068257
## demo$major3  0.006791866  0.01264631  0.008083003 -0.0142995816  0.010198263
## demo$major4  0.091564866  0.10925801  0.059693415 -0.0007142375  0.094701083
## demo$major5  0.015119573  0.01901148  0.023333730  0.0049564624  0.021218753
## demo$major6 -0.018322560 -0.02661711 -0.018793469  0.0045526550 -0.023476799
## demo$major7 -0.044361707 -0.04720458 -0.031402707  0.0014955910 -0.041225490
## demo$major8 -0.027730578 -0.03552017 -0.019791908  0.0118529095 -0.028024982
##                     156         157          158          159          160
## (Intercept)  0.09074199  0.09074199  0.086610035  0.126987022  0.115203051
## demo$major1 -0.02399712 -0.02399712 -0.025241545 -0.005217644 -0.015251050
## demo$major2  0.01174094  0.01174094  0.014993747  0.001081938  0.002361967
## demo$major3  0.01264631  0.01264631 -0.004044797 -0.017948718 -0.016617353
## demo$major4  0.10925801  0.10925801  0.048525100 -0.036077931  0.027654092
## demo$major5  0.01901148  0.01901148  0.004899724 -0.005331038 -0.005829697
## demo$major6 -0.02661711 -0.02661711 -0.005170719  0.018376546  0.005721402
## demo$major7 -0.04720458 -0.04720458 -0.019322251  0.020882652  0.002978767
## demo$major8 -0.03552017 -0.03552017 -0.009434484  0.010377062 -0.006345747
##                      161           162          163          164         165
## (Intercept)  0.079859665  0.0799111934  0.086122245  0.103422886  0.09074199
## demo$major1 -0.025790513 -0.0236618245 -0.027188737 -0.012561890 -0.02399712
## demo$major2  0.011247503  0.0121659185  0.013943288  0.017601595  0.01174094
## demo$major3  0.005993871 -0.0070795580  0.008591935 -0.001810507  0.01264631
## demo$major4  0.078035072  0.0311999177  0.093364935  0.007688226  0.10925801
## demo$major5  0.019109064  0.0068534914  0.016919642  0.017215673  0.01901148
## demo$major6 -0.016076242 -0.0012077529 -0.019476337 -0.002447033 -0.02661711
## demo$major7 -0.036316864 -0.0121605159 -0.042561639 -0.011281964 -0.04720458
## demo$major8 -0.019952812 -0.0006870851 -0.027820869 -0.009079467 -0.03552017
##                      166          167           168          169          170
## (Intercept)  0.084786096  0.083064569  0.0799111934  0.098201322  0.098201322
## demo$major1 -0.022586947 -0.026469569 -0.0236618245 -0.018153176 -0.018153176
## demo$major2  0.009068257  0.014391805  0.0121659185  0.013654145  0.013654145
## demo$major3  0.010198263  0.002506641 -0.0070795580  0.008083003  0.008083003
## demo$major4  0.094701083  0.074830168  0.0311999177  0.059693415  0.059693415
## demo$major5  0.021218753  0.012873857  0.0068534914  0.023333730  0.023333730
## demo$major6 -0.023476799 -0.010804186 -0.0012077529 -0.018793469 -0.018793469
## demo$major7 -0.041225490 -0.039521768 -0.0121605159 -0.031402707 -0.031402707
## demo$major8 -0.028024982 -0.019659351 -0.0006870851 -0.019791908 -0.019791908
##                     171          172          173          174          175
## (Intercept)  0.09074199  0.101814150  0.084786096  0.083333372  0.090251835
## demo$major1 -0.02399712 -0.019413715 -0.022586947 -0.024548479 -0.020320738
## demo$major2  0.01174094  0.012573539  0.009068257  0.011776904  0.016486931
## demo$major3  0.01264631  0.007785331  0.010198263 -0.000472822 -0.002768184
## demo$major4  0.10925801  0.098185850  0.094701083  0.051801763  0.020859277
## demo$major5  0.01901148  0.019003400  0.021218753  0.011277162  0.017053391
## demo$major6 -0.02661711 -0.022893445 -0.023476799 -0.010566098 -0.001747636
## demo$major7 -0.04720458 -0.037868572 -0.041225490 -0.016045588 -0.022501157
## demo$major8 -0.03552017 -0.033492896 -0.028024982 -0.009726587 -0.002324111
##                      176          177          178          179          180
## (Intercept)  0.079859665  0.093082244  0.081701178  0.150623494  0.084786096
## demo$major1 -0.025790513 -0.015902976 -0.021762886 -0.009078147 -0.022586947
## demo$major2  0.011247503  0.013280582  0.009405990 -0.001235192  0.009068257
## demo$major3  0.005993871 -0.006121881  0.004152358 -0.028507279  0.010198263
## demo$major4  0.078035072  0.018028867  0.076193559 -0.025623494  0.094701083
## demo$major5  0.019109064  0.007015774  0.017267551 -0.006825673  0.021218753
## demo$major6 -0.016076242 -0.001907150 -0.014895104  0.016867748 -0.023476799
## demo$major7 -0.036316864 -0.000941323 -0.038158377  0.026700171 -0.041225490
## demo$major8 -0.019952812 -0.007442442 -0.019861957  0.016344791 -0.028024982
##                       181          182          183          184         185
## (Intercept)  0.0799111934  0.150623494  0.090251835  0.086122245  0.09074199
## demo$major1 -0.0236618245 -0.009078147 -0.020320738 -0.027188737 -0.02399712
## demo$major2  0.0121659185 -0.001235192  0.016486931  0.013943288  0.01174094
## demo$major3 -0.0070795580 -0.028507279 -0.002768184  0.008591935  0.01264631
## demo$major4  0.0311999177 -0.025623494  0.020859277  0.093364935  0.10925801
## demo$major5  0.0068534914 -0.006825673  0.017053391  0.016919642  0.01901148
## demo$major6 -0.0012077529  0.016867748 -0.001747636 -0.019476337 -0.02661711
## demo$major7 -0.0121605159  0.026700171 -0.022501157 -0.042561639 -0.04720458
## demo$major8 -0.0006870851  0.016344791 -0.002324111 -0.027820869 -0.03552017
##                     186           187          188          189         190
## (Intercept)  0.09074199  0.0765126679  0.139514314  0.097239790  0.09074199
## demo$major1 -0.02399712 -0.0249884343 -0.015747187 -0.019873584 -0.02399712
## demo$major2  0.01174094  0.0116289669  0.019995977  0.016641833  0.01174094
## demo$major3  0.01264631 -0.0002966358  0.015426705 -0.002953419  0.01264631
## demo$major4  0.10925801  0.0586224673  0.116299640  0.013871321  0.10925801
## demo$major5  0.01901148  0.0149970911  0.003595629  0.013240039  0.01901148
## demo$major6 -0.02661711 -0.0070931585 -0.027551919 -0.005307384 -0.02661711
## demo$major7 -0.04720458 -0.0330344070 -0.038552775 -0.005098869 -0.04720458
## demo$major8 -0.03552017 -0.0113896221 -0.044948656 -0.000616220 -0.03552017
##                      191          192           193          194           195
## (Intercept)  0.079859665  0.144033540  0.0982671749  0.083064569  0.0765126679
## demo$major1 -0.025790513  0.007367403 -0.0224847647 -0.026469569 -0.0249884343
## demo$major2  0.011247503  0.021694632 -0.0021568921  0.014391805  0.0116289669
## demo$major3  0.005993871 -0.004230250 -0.0138447917  0.002506641 -0.0002966358
## demo$major4  0.078035072 -0.144033540  0.0445899679  0.074830168  0.0586224673
## demo$major5  0.019109064  0.007845089  0.0006829984  0.012873857  0.0149970911
## demo$major6 -0.016076242  0.028594441  0.0007799057 -0.010804186 -0.0070931585
## demo$major7 -0.036316864  0.033290125 -0.0050853568 -0.039521768 -0.0330344070
## demo$major8 -0.019952812  0.027618820  0.0002944884 -0.019659351 -0.0113896221
##                       196          197           198           199
## (Intercept)  0.0799111934  0.088362459  0.0799111934  0.1236019328
## demo$major1 -0.0236618245 -0.021329949 -0.0236618245 -0.0226514790
## demo$major2  0.0121659185  0.009547429  0.0121659185 -0.0079071430
## demo$major3 -0.0070795580  0.003984583 -0.0070795580 -0.0193257178
## demo$major4  0.0311999177  0.069532277  0.0311999177  0.0528686554
## demo$major5  0.0068534914  0.013636573  0.0068534914 -0.0003899942
## demo$major6 -0.0012077529 -0.018285370 -0.0012077529  0.0014960464
## demo$major7 -0.0121605159 -0.021563845 -0.0121605159 -0.0037450455
## demo$major8 -0.0006870851 -0.018241506 -0.0006870851  0.0021667381
##                       200          201          202           203          204
## (Intercept)  0.0982671749  0.084786096  0.084786096  0.0799111934  0.154077672
## demo$major1 -0.0224847647 -0.022586947 -0.022586947 -0.0236618245 -0.012496556
## demo$major2 -0.0021568921  0.009068257  0.009068257  0.0121659185  0.022851962
## demo$major3 -0.0138447917  0.010198263  0.010198263 -0.0070795580  0.018429401
## demo$major4  0.0445899679  0.094701083  0.094701083  0.0311999177  0.118649600
## demo$major5  0.0006829984  0.021218753  0.021218753  0.0068534914  0.004095771
## demo$major6  0.0007799057 -0.023476799 -0.023476799 -0.0012077529 -0.025786580
## demo$major7 -0.0050853568 -0.041225490 -0.041225490 -0.0121605159 -0.054347214
## demo$major8  0.0002944884 -0.028024982 -0.028024982 -0.0006870851 -0.041587469
##                      205           206          207         208         209
## (Intercept)  0.122562765  0.0799111934  0.084786096  0.09074199  0.09074199
## demo$major1 -0.017921761 -0.0236618245 -0.022586947 -0.02399712 -0.02399712
## demo$major2  0.017392110  0.0121659185  0.009068257  0.01174094  0.01174094
## demo$major3  0.012389285 -0.0070795580  0.010198263  0.01264631  0.01264631
## demo$major4  0.096949431  0.0311999177  0.094701083  0.10925801  0.10925801
## demo$major5  0.001427366  0.0068534914  0.021218753  0.01901148  0.01901148
## demo$major6 -0.020397364 -0.0012077529 -0.023476799 -0.02661711 -0.02661711
## demo$major7 -0.039084504 -0.0121605159 -0.041225490 -0.04720458 -0.04720458
## demo$major8 -0.032796660 -0.0006870851 -0.028024982 -0.03552017 -0.03552017
##                       210          211          212           213           214
## (Intercept)  0.0940052744  0.081701178  0.084786096  0.0940052744  0.0799111934
## demo$major1 -0.0188042410 -0.021762886 -0.022586947 -0.0188042410 -0.0236618245
## demo$major2  0.0171530235  0.009405990  0.009068257  0.0171530235  0.0121659185
## demo$major3 -0.0097861019  0.004152358  0.010198263 -0.0097861019 -0.0070795580
## demo$major4 -0.0082909887  0.076193559  0.094701083 -0.0082909887  0.0311999177
## demo$major5  0.0087487028  0.017267551  0.021218753  0.0087487028  0.0068534914
## demo$major6  0.0044368438 -0.014895104 -0.023476799  0.0044368438 -0.0012077529
## demo$major7 -0.0008234562 -0.038158377 -0.041225490 -0.0008234562 -0.0121605159
## demo$major8  0.0088915021 -0.019861957 -0.028024982  0.0088915021 -0.0006870851
##                      215          216          217           218          219
## (Intercept)  0.084786096  0.089725851  0.144033540  0.1101353242  0.139514314
## demo$major1 -0.022586947 -0.026036632  0.007367403 -0.0083998743 -0.015747187
## demo$major2  0.009068257  0.014533244  0.021694632  0.0156749884  0.019995977
## demo$major3  0.010198263  0.002338866 -0.004230250 -0.0037067058  0.015426705
## demo$major4  0.094701083  0.068168886 -0.144033540 -0.0244210384  0.116299640
## demo$major5  0.021218753  0.009242878  0.007845089  0.0061937666  0.003595629
## demo$major6 -0.023476799 -0.014194451  0.028594441  0.0055329911 -0.027551919
## demo$major7 -0.041225490 -0.022927236  0.033290125  0.0080464940 -0.038552775
## demo$major8 -0.028024982 -0.018038899  0.027618820 -0.0006610671 -0.044948656
##                     220          221          222          223          224
## (Intercept)  0.09074199  0.153471779  0.092642000  0.083333372  0.084786096
## demo$major1 -0.02399712 -0.006430426 -0.018110794 -0.024548479 -0.022586947
## demo$major2  0.01174094 -0.004083477  0.015930424  0.011776904  0.009068257
## demo$major3  0.01264631 -0.022952203 -0.002933904 -0.000472822  0.010198263
## demo$major4  0.10925801 -0.028471779  0.042493135  0.051801763  0.094701083
## demo$major5  0.01901148 -0.009792794  0.008775114  0.011277162  0.021218753
## demo$major6 -0.02661711  0.018840330 -0.002378902 -0.010566098 -0.023476799
## demo$major7 -0.04720458  0.023851886 -0.025354215 -0.016045588 -0.041225490
## demo$major8 -0.03552017  0.013496506 -0.017688511 -0.009726587 -0.028024982
##                       225          226          227          228           229
## (Intercept)  0.1109148152  0.083333372  0.084786096  0.089736022  0.1087571449
## demo$major1 -0.0168392029 -0.024548479 -0.022586947 -0.014731966 -0.0132665834
## demo$major2  0.0020925293  0.011776904  0.009068257  0.013700269 -0.0009988629
## demo$major3 -0.0094188616 -0.000472822  0.010198263 -0.013035646 -0.0201394455
## demo$major4  0.0557518515  0.051801763  0.094701083 -0.004021736  0.0088899140
## demo$major5  0.0028507051  0.011277162  0.021218753  0.002358516 -0.0041228595
## demo$major6 -0.0004712842 -0.010566098 -0.023476799  0.007926443  0.0101995509
## demo$major7 -0.0187738937 -0.016045588 -0.041225490  0.003445797  0.0110997424
## demo$major8 -0.0171594442 -0.009726587 -0.028024982  0.001892199  0.0029585413
##                       230         231           232          233          234
## (Intercept)  0.0799111934  0.09074199  0.1332095335  0.083064569  0.104366226
## demo$major1 -0.0236618245 -0.02399712 -0.0075089397 -0.026469569 -0.009468183
## demo$major2  0.0121659185  0.01174094  0.0044914914  0.014391805  0.018847360
## demo$major3 -0.0070795580  0.01264631 -0.0144085897  0.002506641 -0.015963027
## demo$major4  0.0311999177  0.10925801 -0.0155624747  0.074830168 -0.045542697
## demo$major5  0.0068534914  0.01901148 -0.0070269329  0.012873857  0.004183403
## demo$major6 -0.0012077529 -0.02661711  0.0135437687 -0.010804186  0.013971290
## demo$major7 -0.0121605159 -0.04720458  0.0122883794 -0.039521768  0.015490661
## demo$major8 -0.0006870851 -0.03552017  0.0006197974 -0.019659351  0.011794995
##                     235          236          237          238          239
## (Intercept)  0.09074199  0.150623494  0.139514314  0.083064569  0.104609168
## demo$major1 -0.02399712 -0.009078147 -0.015747187 -0.026469569 -0.014982696
## demo$major2  0.01174094 -0.001235192  0.019995977  0.014391805 -0.001172878
## demo$major3  0.01264631 -0.028507279  0.015426705  0.002506641 -0.012667988
## demo$major4  0.10925801 -0.025623494  0.116299640  0.074830168  0.038247975
## demo$major5  0.01901148 -0.006825673  0.003595629  0.012873857  0.004764186
## demo$major6 -0.02661711  0.016867748 -0.027551919 -0.010804186  0.003712255
## demo$major7 -0.04720458  0.026700171 -0.038552775 -0.039521768 -0.011427350
## demo$major8 -0.03552017  0.016344791 -0.044948656 -0.019659351 -0.008388857
##                       240           241           242          243          244
## (Intercept)  0.1087571449  0.0799111934  0.0799111934  0.154077672  0.079859665
## demo$major1 -0.0132665834 -0.0236618245 -0.0236618245 -0.012496556 -0.025790513
## demo$major2 -0.0009988629  0.0121659185  0.0121659185  0.022851962  0.011247503
## demo$major3 -0.0201394455 -0.0070795580 -0.0070795580  0.018429401  0.005993871
## demo$major4  0.0088899140  0.0311999177  0.0311999177  0.118649600  0.078035072
## demo$major5 -0.0041228595  0.0068534914  0.0068534914  0.004095771  0.019109064
## demo$major6  0.0101995509 -0.0012077529 -0.0012077529 -0.025786580 -0.016076242
## demo$major7  0.0110997424 -0.0121605159 -0.0121605159 -0.054347214 -0.036316864
## demo$major8  0.0029585413 -0.0006870851 -0.0006870851 -0.041587469 -0.019952812
##                       245           246          247         248          249
## (Intercept)  0.1489513429  0.0765126679  0.088362459  0.10723355  0.084786096
## demo$major1 -0.0069666068 -0.0249884343 -0.021329949 -0.02083896 -0.022586947
## demo$major2 -0.0049971099  0.0116289669  0.009547429  0.01510714  0.009068257
## demo$major3 -0.0158767569 -0.0002966358  0.003984583  0.01022579  0.010198263
## demo$major4  0.0025638086  0.0586224673  0.069532277  0.11227865  0.094701083
## demo$major5  0.0028121213  0.0149970911  0.013636573  0.01687237  0.021218753
## demo$major6  0.0125032784 -0.0070931585 -0.018285370 -0.02595527 -0.023476799
## demo$major7 -0.0010816687 -0.0330344070 -0.021563845 -0.04375529 -0.041225490
## demo$major8  0.0003810352 -0.0113896221 -0.018241506 -0.04068857 -0.028024982
##                     250          251         252          253          254
## (Intercept)  0.09074199  0.138282521  0.09074199  0.085218285  0.154077672
## demo$major1 -0.02399712 -0.013963061 -0.02399712 -0.020425061 -0.012496556
## demo$major2  0.01174094  0.021227769  0.01174094  0.009891991  0.022851962
## demo$major3  0.01264631  0.016658498  0.01264631 -0.002357735  0.018429401
## demo$major4  0.10925801  0.117531432  0.10925801  0.049916850  0.118649600
## demo$major5  0.01901148  0.007249969  0.01901148  0.009392249  0.004095771
## demo$major6 -0.02661711 -0.024854262 -0.02661711 -0.009356269 -0.025786580
## demo$major7 -0.04720458 -0.056551752 -0.04720458 -0.017930500 -0.054347214
## demo$major8 -0.03552017 -0.038855562 -0.03552017 -0.009635215 -0.041587469
##                      255          256         257           258           259
## (Intercept)  0.094392060  0.300000013  0.09074199  0.0964339482  0.0799111934
## demo$major1 -0.023890387  0.012511936 -0.02399712 -0.0166106406 -0.0236618245
## demo$major2 -0.002314948 -0.026025328  0.01174094  0.0165733962  0.0121659185
## demo$major3 -0.006715621 -0.018442424  0.01264631 -0.0097827990 -0.0070795580
## demo$major4  0.072274606 -0.114814828  0.10925801  0.0146771629  0.0311999177
## demo$major5  0.009214730 -0.006595615  0.01901148  0.0004894668  0.0068534914
## demo$major6 -0.005296489  0.034540828 -0.02661711  0.0036174523 -0.0012077529
## demo$major7 -0.026641383  0.050694432 -0.04720458 -0.0042930268 -0.0121605159
## demo$major8 -0.010694360  0.038631798 -0.03552017 -0.0071521692 -0.0006870851
##                     260          261          262           263         264
## (Intercept)  0.09074199  0.086122245  0.089736022  0.1087571449  0.11692415
## demo$major1 -0.02399712 -0.027188737 -0.014731966 -0.0132665834 -0.01114048
## demo$major2  0.01174094  0.013943288  0.013700269 -0.0009988629  0.01374406
## demo$major3  0.01264631  0.008591935 -0.013035646 -0.0201394455  0.01664162
## demo$major4  0.10925801  0.093364935 -0.004021736  0.0088899140  0.01821099
## demo$major5  0.01901148  0.016919642  0.002358516 -0.0041228595  0.02786091
## demo$major6 -0.02661711 -0.019476337  0.007926443  0.0101995509 -0.01428063
## demo$major7 -0.04720458 -0.042561639  0.003445797  0.0110997424 -0.02582684
## demo$major8 -0.03552017 -0.027820869  0.001892199  0.0029585413 -0.01358709
##                     265         266          267         268          269
## (Intercept)  0.11692415  0.09074199  0.079859665  0.09074199  0.099327078
## demo$major1 -0.01114048 -0.02399712 -0.025790513 -0.02399712 -0.020633379
## demo$major2  0.01374406  0.01174094  0.011247503  0.01174094 -0.004216802
## demo$major3  0.01664162  0.01264631  0.005993871  0.01264631 -0.001997663
## demo$major4  0.01821099  0.10925801  0.078035072  0.10925801  0.089862111
## demo$major5  0.02786091  0.01901148  0.019109064  0.01901148  0.011710389
## demo$major6 -0.01428063 -0.02661711 -0.016076242 -0.02661711 -0.013326713
## demo$major7 -0.02582684 -0.04720458 -0.036316864 -0.04720458 -0.032039294
## demo$major8 -0.01358709 -0.03552017 -0.019952812 -0.03552017 -0.019382937
##                      270          271          272          273           274
## (Intercept)  0.083333372  0.079859665  0.126987022  0.139648519  0.0799111934
## demo$major1 -0.024548479 -0.025790513 -0.005217644 -0.015339680 -0.0236618245
## demo$major2  0.011776904  0.011247503  0.001081938  0.019861771  0.0121659185
## demo$major3 -0.000472822  0.005993871 -0.017948718  0.020894741 -0.0070795580
## demo$major4  0.051801763  0.078035072 -0.036077931  0.116165434  0.0311999177
## demo$major5  0.011277162  0.019109064 -0.005331038  0.005883971  0.0068534914
## demo$major6 -0.010566098 -0.016076242  0.018376546 -0.026465298 -0.0012077529
## demo$major7 -0.016045588 -0.036316864  0.020882652 -0.057917750 -0.0121605159
## demo$major8 -0.009726587 -0.019952812  0.010377062 -0.036812738 -0.0006870851
##                      275          276           277          278          279
## (Intercept)  0.104366226  0.123193902  0.1236019328  0.104366226  0.086094289
## demo$major1 -0.009468183 -0.016881738 -0.0226514790 -0.009468183 -0.016350131
## demo$major2  0.018847360  0.018137189 -0.0079071430  0.018847360  0.013125680
## demo$major3 -0.015963027  0.019129330 -0.0193257178 -0.015963027 -0.005936646
## demo$major4 -0.045542697  0.114901336  0.0528686554 -0.045542697  0.025016822
## demo$major5  0.004183403  0.009127896 -0.0003899942  0.004183403  0.010829126
## demo$major6  0.013971290 -0.025509627  0.0014960464  0.013971290  0.001652599
## demo$major7  0.015490661 -0.060198491 -0.0037450455  0.015490661 -0.018343612
## demo$major8  0.011794995 -0.033909775  0.0021667381  0.011794995 -0.009150333
##                      280         281         282           283          284
## (Intercept)  0.089736022  0.09074199  0.09074199  0.0799111934  0.122459059
## demo$major1 -0.014731966 -0.02399712 -0.02399712 -0.0236618245 -0.001293689
## demo$major2  0.013700269  0.01174094  0.01174094  0.0121659185  0.021495174
## demo$major3 -0.013035646  0.01264631  0.01264631 -0.0070795580 -0.013647512
## demo$major4 -0.004021736  0.10925801  0.10925801  0.0311999177 -0.092156029
## demo$major5  0.002358516  0.01901148  0.01901148  0.0068534914  0.003230539
## demo$major6  0.007926443 -0.02661711 -0.02661711 -0.0012077529  0.022270444
## demo$major7  0.003445797 -0.04720458 -0.04720458 -0.0121605159  0.025410615
## demo$major8  0.001892199 -0.03552017 -0.03552017 -0.0006870851  0.019466728
##                      285          286          287         288          289
## (Intercept)  0.079859665  0.139514314  0.094392060  0.12439499  0.123057422
## demo$major1 -0.025790513 -0.015747187 -0.023890387 -0.01919854 -0.017297591
## demo$major2  0.011247503  0.019995977 -0.002314948  0.01693610  0.018273670
## demo$major3  0.005993871  0.015426705 -0.006715621  0.01221396  0.013551525
## demo$major4  0.078035072  0.116299640  0.072274606  0.11370025  0.115037816
## demo$major5  0.019109064  0.003595629  0.009214730  0.01341572  0.006797033
## demo$major6 -0.016076242 -0.027551919 -0.005296489 -0.02694087 -0.026617370
## demo$major7 -0.036316864 -0.038552775 -0.026641383 -0.04179174 -0.040454168
## demo$major8 -0.019952812 -0.044948656 -0.010694360 -0.04354143 -0.042203863
##                      290         291          292          293          294
## (Intercept)  0.086122245  0.09074199  0.121119496  0.083064569  0.086122245
## demo$major1 -0.027188737 -0.02399712 -0.021409825 -0.026469569 -0.027188737
## demo$major2  0.013943288  0.01174094  0.012412825  0.014391805  0.013943288
## demo$major3  0.008591935  0.01264631 -0.007172080  0.002506641  0.008591935
## demo$major4  0.093364935  0.10925801  0.021737647  0.074830168  0.093364935
## demo$major5  0.016919642  0.01901148  0.009678559  0.012873857  0.016919642
## demo$major6 -0.019476337 -0.02661711 -0.005434863 -0.010804186 -0.019476337
## demo$major7 -0.042561639 -0.04720458 -0.002937678 -0.039521768 -0.042561639
## demo$major8 -0.027820869 -0.03552017  0.002038776 -0.019659351 -0.027820869
##                      295          296         297           298         299
## (Intercept)  0.089736022  0.079859665  0.09074199  0.0799111934  0.10737238
## demo$major1 -0.014731966 -0.025790513 -0.02399712 -0.0236618245 -0.02041441
## demo$major2  0.013700269  0.011247503  0.01174094  0.0121659185  0.01496830
## demo$major3 -0.013035646  0.005993871  0.01264631 -0.0070795580  0.01591786
## demo$major4 -0.004021736  0.078035072  0.10925801  0.0311999177  0.11213981
## demo$major5  0.002358516  0.019109064  0.01901148  0.0068534914  0.01924736
## demo$major6  0.007926443 -0.016076242 -0.02661711 -0.0012077529 -0.02482557
## demo$major7  0.003445797 -0.036316864 -0.04720458 -0.0121605159 -0.06389412
## demo$major8  0.001892199 -0.019952812 -0.03552017 -0.0006870851 -0.03223004
##                     300          301          302          303         304
## (Intercept)  0.09074199  0.081701178  0.123057422  0.116850243  0.09074199
## demo$major1 -0.02399712 -0.021762886 -0.017297591 -0.017337550 -0.02399712
## demo$major2  0.01174094  0.009405990  0.018273670  0.008960070  0.01174094
## demo$major3  0.01264631  0.004152358  0.013551525 -0.010421625  0.01264631
## demo$major4  0.10925801  0.076193559  0.115037816  0.026006900  0.10925801
## demo$major5  0.01901148  0.017267551  0.006797033  0.003288372  0.01901148
## demo$major6 -0.02661711 -0.014895104 -0.026617370 -0.001945263 -0.02661711
## demo$major7 -0.04720458 -0.038158377 -0.040454168  0.001331575 -0.04720458
## demo$major8 -0.03552017 -0.019861957 -0.042203863 -0.004960527 -0.03552017
##                      305          306          307          308         309
## (Intercept)  0.079859665  0.084786096  0.167827560  0.211834167  0.09074199
## demo$major1 -0.025790513 -0.022586947 -0.018819836 -0.006489122 -0.02399712
## demo$major2  0.011247503  0.009068257 -0.010035896 -0.012233267  0.01174094
## demo$major3  0.005993871  0.010198263 -0.019620909 -0.013519334  0.01264631
## demo$major4  0.078035072  0.094701083  0.019672440  0.013972284  0.10925801
## demo$major5  0.019109064  0.021218753 -0.004351924  0.005155864  0.01901148
## demo$major6 -0.016076242 -0.023476799  0.006133271  0.011029020 -0.02661711
## demo$major7 -0.036316864 -0.041225490  0.009496105 -0.003500834 -0.04720458
## demo$major8 -0.019952812 -0.028024982  0.013994823 -0.001004078 -0.03552017
##                      310          311         312
## (Intercept)  0.079859665  0.107290192  0.09074199
## demo$major1 -0.025790513 -0.020332221 -0.02399712
## demo$major2  0.011247503  0.015050494  0.01174094
## demo$major3  0.005993871  0.016000049  0.01264631
## demo$major4  0.078035072  0.112222003  0.10925801
## demo$major5  0.019109064  0.008697804  0.01901148
## demo$major6 -0.016076242 -0.027300831 -0.02661711
## demo$major7 -0.036316864 -0.043811932 -0.04720458
## demo$major8 -0.019952812 -0.037197356 -0.03552017
## 
## $f.perms
##               [,1]
##    [1,]  0.5286724
##    [2,]  1.0664308
##    [3,]  0.8181642
##    [4,]  1.7784460
##    [5,]  0.8657582
##    [6,]  0.3056087
##    [7,]  0.6425655
##    [8,]  0.8243725
##    [9,]  0.5354974
##   [10,]  0.5385418
##   [11,]  0.9657749
##   [12,]  1.1027044
##   [13,]  1.2575197
##   [14,]  0.2869492
##   [15,]  0.8050347
##   [16,]  0.7222724
##   [17,]  2.7281090
##   [18,]  0.4403115
##   [19,]  0.5481931
##   [20,]  0.4400223
##   [21,]  1.0236847
##   [22,]  0.6709481
##   [23,]  0.5861339
##   [24,]  0.3800744
##   [25,]  0.4005117
##   [26,]  0.8201405
##   [27,]  0.8260175
##   [28,]  0.6364437
##   [29,]  1.1346005
##   [30,]  0.7188104
##   [31,]  0.4590747
##   [32,]  1.0873210
##   [33,]  1.3853001
##   [34,]  0.6238866
##   [35,]  1.3810110
##   [36,]  0.7975991
##   [37,]  0.8465437
##   [38,]  0.7705369
##   [39,]  0.4821428
##   [40,]  0.6633909
##   [41,]  0.7287489
##   [42,]  0.3852026
##   [43,]  1.0065302
##   [44,]  0.9198112
##   [45,]  0.4482136
##   [46,]  0.7077883
##   [47,]  0.8938750
##   [48,]  0.4780682
##   [49,]  1.5924430
##   [50,]  0.9029633
##   [51,]  0.7899848
##   [52,]  0.7600824
##   [53,]  0.6752601
##   [54,]  2.0342781
##   [55,]  1.3323802
##   [56,]  0.6536599
##   [57,]  0.3603211
##   [58,]  1.1955273
##   [59,]  0.7833545
##   [60,]  0.7815383
##   [61,]  0.9160393
##   [62,]  1.0859466
##   [63,]  0.5703833
##   [64,]  0.5598681
##   [65,]  1.2149194
##   [66,]  0.8024914
##   [67,]  1.2733770
##   [68,]  0.3875664
##   [69,]  2.6862510
##   [70,]  0.4955528
##   [71,]  0.6529552
##   [72,]  0.5811142
##   [73,]  0.6297209
##   [74,]  0.4409708
##   [75,]  0.7760521
##   [76,]  0.5031538
##   [77,]  0.9448229
##   [78,]  0.8981965
##   [79,]  1.7032258
##   [80,]  0.4080908
##   [81,]  0.7913364
##   [82,]  0.6956184
##   [83,]  2.2333661
##   [84,]  0.8320173
##   [85,]  1.5604297
##   [86,]  0.9736918
##   [87,]  0.9330878
##   [88,]  0.8645520
##   [89,]  0.8731018
##   [90,]  0.3471355
##   [91,]  1.0772632
##   [92,]  0.2447041
##   [93,]  0.8781270
##   [94,]  1.4532971
##   [95,]  1.2652809
##   [96,]  0.8706875
##   [97,]  0.4324362
##   [98,]  0.5559384
##   [99,]  0.7766917
##  [100,]  0.3470620
##  [101,]  0.6337982
##  [102,]  0.8301487
##  [103,]  0.4824949
##  [104,]  3.0477907
##  [105,]  0.8096547
##  [106,]  0.5681283
##  [107,]  0.5984130
##  [108,]  0.6321364
##  [109,]  0.8161619
##  [110,]  0.5053783
##  [111,]  0.5879651
##  [112,]  1.1233570
##  [113,]  1.1750600
##  [114,]  0.3171859
##  [115,]  0.6584479
##  [116,]  0.4518203
##  [117,]  0.3894284
##  [118,]  0.6557807
##  [119,]  1.4271531
##  [120,]  1.8496819
##  [121,]  0.7171013
##  [122,]  0.6816057
##  [123,]  0.5554863
##  [124,]  0.5748554
##  [125,]  2.5697551
##  [126,]  0.5134862
##  [127,]  0.3224827
##  [128,]  0.4010453
##  [129,]  0.7896958
##  [130,]  0.3811695
##  [131,]  0.4715391
##  [132,]  0.6555830
##  [133,]  0.8107915
##  [134,]  0.3316782
##  [135,]  0.7873480
##  [136,]  0.5136523
##  [137,]  1.0601314
##  [138,]  1.1965804
##  [139,]  0.3924136
##  [140,]  0.4341767
##  [141,]  0.8233476
##  [142,]  0.9099481
##  [143,]  0.5270452
##  [144,]  1.3868396
##  [145,]  0.6811698
##  [146,]  0.7054832
##  [147,]  0.7244664
##  [148,]  0.7060797
##  [149,]  1.5904194
##  [150,]  1.5077146
##  [151,]  1.2175164
##  [152,]  0.7317819
##  [153,]  0.9112937
##  [154,]  0.6919203
##  [155,]  1.5425838
##  [156,]  0.5954333
##  [157,]  0.8884985
##  [158,]  2.7170774
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##  [740,]  0.2704879
##  [741,]  0.4078528
##  [742,]  0.4571729
##  [743,]  1.4296415
##  [744,]  0.8503821
##  [745,]  1.2572000
##  [746,]  1.0579523
##  [747,]  0.8565040
##  [748,]  0.3646771
##  [749,]  8.7152085
##  [750,]  0.9162411
##  [751,]  0.2758512
##  [752,]  1.0017687
##  [753,]  0.4027448
##  [754,]  2.6483193
##  [755,]  0.6812322
##  [756,]  0.8994590
##  [757,]  0.6592510
##  [758,]  0.6505382
##  [759,]  0.9266950
##  [760,]  0.7891936
##  [761,]  0.7343185
##  [762,]  0.7293732
##  [763,]  0.5604582
##  [764,]  0.8237560
##  [765,]  0.6606971
##  [766,]  0.7003592
##  [767,]  0.9396178
##  [768,]  2.6905409
##  [769,]  0.7401876
##  [770,]  0.8119447
##  [771,]  0.9985334
##  [772,]  0.7984607
##  [773,]  1.3674651
##  [774,]  0.7923878
##  [775,]  0.8375260
##  [776,]  0.8616343
##  [777,]  0.3488268
##  [778,]  0.8799145
##  [779,]  0.4321368
##  [780,]  0.8393508
##  [781,]  0.4678477
##  [782,]  0.7782320
##  [783,]  0.3361445
##  [784,]  0.4647720
##  [785,]  0.7310116
##  [786,]  0.9703985
##  [787,]  0.7602189
##  [788,]  1.2180520
##  [789,]  0.9285143
##  [790,]  0.9970959
##  [791,]  1.2569521
##  [792,]  1.2329336
##  [793,]  0.5387374
##  [794,]  0.5105309
##  [795,]  1.2833802
##  [796,]  0.4117695
##  [797,]  1.5652813
##  [798,]  1.3353527
##  [799,]  1.2670429
##  [800,]  0.8239890
##  [801,]  1.5514262
##  [802,]  0.5438943
##  [803,]  0.5343765
##  [804,]  0.4883902
##  [805,]  0.4853951
##  [806,]  1.1495682
##  [807,]  1.3223685
##  [808,]  1.4118208
##  [809,]  2.0714563
##  [810,]  1.5075444
##  [811,]  0.9835459
##  [812,]  0.7380756
##  [813,]  0.7080643
##  [814,]  0.9996309
##  [815,]  0.3748193
##  [816,]  1.0683394
##  [817,]  0.6354889
##  [818,]  1.8333972
##  [819,]  0.7304486
##  [820,]  0.9010821
##  [821,]  1.1865937
##  [822,]  0.7821857
##  [823,]  8.9066214
##  [824,]  0.4663761
##  [825,]  1.0017747
##  [826,]  1.0008971
##  [827,]  0.7732979
##  [828,]  0.7542918
##  [829,]  0.6682528
##  [830,]  1.7524260
##  [831,]  0.3998593
##  [832,]  1.1353847
##  [833,]  0.4586637
##  [834,]  1.3717456
##  [835,]  0.7304935
##  [836,]  0.7996373
##  [837,]  0.7867138
##  [838,]  0.8163977
##  [839,]  0.5591657
##  [840,]  1.3102685
##  [841,]  1.3514856
##  [842,]  0.9734404
##  [843,]  0.7911002
##  [844,]  0.9499674
##  [845,]  0.4954604
##  [846,]  2.7868250
##  [847,]  1.1452413
##  [848,]  1.0704575
##  [849,]  1.1227236
##  [850,]  0.8603818
##  [851,]  0.4069143
##  [852,]  0.5988782
##  [853,]  0.5150399
##  [854,]  1.7962311
##  [855,]  0.8273859
##  [856,]  1.3443902
##  [857,]  1.2242187
##  [858,]  0.4705459
##  [859,]  1.3671476
##  [860,]  0.4820434
##  [861,]  0.7485655
##  [862,]  0.7874357
##  [863,]  0.7509162
##  [864,]  0.3776795
##  [865,]  0.8569515
##  [866,]  0.5416313
##  [867,]  0.6593017
##  [868,]  0.8937739
##  [869,]  0.6488627
##  [870,]  1.4911813
##  [871,]  1.1183020
##  [872,]  0.6882609
##  [873,]  2.2561466
##  [874,]  0.8085551
##  [875,]  0.9721493
##  [876,]  1.1202278
##  [877,]  0.4876472
##  [878,]  1.3317129
##  [879,]  0.6123747
##  [880,]  0.5292658
##  [881,]  0.6282868
##  [882,]  1.1513895
##  [883,]  0.7825688
##  [884,]  1.2879649
##  [885,]  0.6900173
##  [886,]  0.5546731
##  [887,]  0.6763583
##  [888,]  0.5991745
##  [889,]  1.3034793
##  [890,]  0.5219677
##  [891,]  2.5245382
##  [892,]  0.9106579
##  [893,]  1.1510632
##  [894,]  0.8767466
##  [895,]  0.7954439
##  [896,]  0.9556007
##  [897,]  0.8340713
##  [898,]  0.8670429
##  [899,]  1.9554120
##  [900,]  1.2105329
##  [901,]  1.3738730
##  [902,]  0.6640578
##  [903,]  0.9257118
##  [904,]  1.0505017
##  [905,]  3.0871385
##  [906,]  0.9235335
##  [907,]  0.3597296
##  [908,]  1.2484198
##  [909,]  0.8606003
##  [910,]  1.7639816
##  [911,]  0.7713104
##  [912,]  0.5762033
##  [913,]  0.6921540
##  [914,]  0.5943710
##  [915,]  0.4484182
##  [916,]  1.3061044
##  [917,]  0.3870329
##  [918,]  0.7414296
##  [919,]  1.0027588
##  [920,]  0.8940296
##  [921,]  0.8347100
##  [922,]  0.9004484
##  [923,]  1.3020348
##  [924,]  0.5962584
##  [925,]  0.6099854
##  [926,]  0.5731584
##  [927,]  0.2469113
##  [928,]  0.4425841
##  [929,]  0.8468286
##  [930,]  0.9803810
##  [931,]  0.3638839
##  [932,]  0.9049635
##  [933,]  0.8492978
##  [934,]  0.6478974
##  [935,]  0.8163592
##  [936,]  1.1665591
##  [937,]  0.3866675
##  [938,]  0.7524663
##  [939,]  1.0531819
##  [940,]  0.9419115
##  [941,]  0.8965171
##  [942,]  0.6198316
##  [943,]  0.7713748
##  [944,]  0.2150740
##  [945,]  0.5167322
##  [946,]  0.6067227
##  [947,]  1.5105441
##  [948,]  1.4343502
##  [949,]  0.5776216
##  [950,]  0.5414864
##  [951,]  0.8111968
##  [952,]  1.0063862
##  [953,]  0.5043812
##  [954,]  1.4075846
##  [955,]  0.5187209
##  [956,]  1.3433293
##  [957,]  0.5753005
##  [958,]  0.2918288
##  [959,]  0.3032378
##  [960,]  2.5534101
##  [961,]  0.7350494
##  [962,]  0.7240813
##  [963,]  0.4269512
##  [964,]  0.7453493
##  [965,]  1.2351970
##  [966,]  0.6106485
##  [967,]  0.6056201
##  [968,]  1.0420676
##  [969,]  0.6928630
##  [970,]  0.7056736
##  [971,]  0.8992951
##  [972,]  0.5865424
##  [973,]  0.3563313
##  [974,]  0.8021193
##  [975,]  1.3599804
##  [976,]  0.8478686
##  [977,]  0.4398786
##  [978,]  0.5279907
##  [979,]  1.0422630
##  [980,]  0.4721055
##  [981,]  0.7823522
##  [982,]  0.4560050
##  [983,]  1.9039969
##  [984,]  0.6714444
##  [985,]  0.5027153
##  [986,]  0.5153427
##  [987,]  0.5726534
##  [988,]  0.2999564
##  [989,]  2.7247340
##  [990,]  0.5739909
##  [991,]  0.5800955
##  [992,]  0.7550052
##  [993,]  2.9749274
##  [994,]  0.5610598
##  [995,]  0.3281962
##  [996,]  0.3534581
##  [997,]  0.5909398
##  [998,]  0.7738323
##  [999,]  0.6274287
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
## 4             1           0           0           0           0           0
## 5             1           0           0           0           0           0
## 6             1           0           0           0           0           0
## 7             1           0           0           0           0           0
## 8             1           0           0           0           0           0
## 9             1           0           0           0           0           0
## 10            1           1           0           0           0           0
## 11            1          -1          -1          -1          -1          -1
## 12            1           0           0           0           0           0
## 13            1           0           0           0           0           0
## 14            1           0           0           0           0           0
## 15            1          -1          -1          -1          -1          -1
## 16            1           0           0           1           0           0
## 17            1           0           0           0           0           0
## 18            1           0           0           0           0           1
## 19            1           1           0           0           0           0
## 20            1           0           0           0           0           0
## 21            1           0           0           0           0           0
## 22            1           0           0           0           0           0
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## 82            1           0           1           0           0           0
## 83            1           0           0           0           0           0
## 84            1           0           0           0           0           1
## 85            1           0           0           0           0           0
## 86            1           0           0           0           0           0
## 87            1          -1          -1          -1          -1          -1
## 88            1          -1          -1          -1          -1          -1
## 89            1           1           0           0           0           0
## 90            1           0           0           0           0           1
## 91            1          -1          -1          -1          -1          -1
## 92            1           0           0           0           0           0
## 93            1          -1          -1          -1          -1          -1
## 94            1           1           0           0           0           0
## 95            1           1           0           0           0           0
## 96            1           1           0           0           0           0
## 97            1           1           0           0           0           0
## 98            1           0           0           0           0           0
## 99            1          -1          -1          -1          -1          -1
## 100           1           0           0           0           0           1
## 101           1          -1          -1          -1          -1          -1
## 102           1           0           0           0           0           0
## 103           1           0           1           0           0           0
## 104           1           0           0           0           0           0
## 105           1           1           0           0           0           0
## 106           1           0           0           0           0           0
## 107           1          -1          -1          -1          -1          -1
## 108           1           0           0           0           0           0
## 109           1           1           0           0           0           0
## 110           1           0           0           0           0           0
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## 112           1           0           0           0           0           0
## 113           1           1           0           0           0           0
## 114           1           0           0           0           0           0
## 115           1           0           0           0           0           0
## 116           1           0           0           0           0           0
## 117           1           1           0           0           0           0
## 118           1           0           0           0           0           0
## 119           1           0           0           0           0           0
## 120           1           0           0           0           0           0
## 121           1           0           0           0           0           0
## 122           1           1           0           0           0           0
## 123           1           1           0           0           0           0
## 124           1          -1          -1          -1          -1          -1
## 125           1           0           0           0           0           0
## 126           1           0           0           0           0           0
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## 128           1           0           0           0           0           0
## 129           1           0           0           0           0           1
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## 148           1          -1          -1          -1          -1          -1
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## 151           1           0           0           0           0           0
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## 153           1           0           0           0           0           0
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## 155           1          -1          -1          -1          -1          -1
## 156           1           1           0           0           0           0
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## 159           1           0           0           0           0           1
## 160           1           0           0           0           0           0
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## 165           1           0           0           0           0           0
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## 170           1           1           0           0           0           0
## 171           1           0           0           0           0           0
## 172           1           0           0           1           0           0
## 173           1           0           0           0           0           0
## 174           1           1           0           0           0           0
## 175           1           1           0           0           0           0
## 176           1           1           0           0           0           0
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## 179           1          -1          -1          -1          -1          -1
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## 183           1           1           0           0           0           0
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## 188           1           0           0           0           0           0
## 189           1          -1          -1          -1          -1          -1
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## 193           1           0           0           1           0           0
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## 195           1          -1          -1          -1          -1          -1
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## 197           1          -1          -1          -1          -1          -1
## 198           1           0           0           0           0           0
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## 204           1          -1          -1          -1          -1          -1
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## 208           1          -1          -1          -1          -1          -1
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## 212           1           0           0           0           0           0
## 213           1          -1          -1          -1          -1          -1
## 214           1          -1          -1          -1          -1          -1
## 215           1           0           0           0           0           0
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## 217           1           0           0           0           0           0
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## 219           1           0           0           0           0           0
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## 221           1           1           0           0           0           0
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## 226           1           0           0           0           0           0
## 227           1           0           0           0           0           0
## 228           1          -1          -1          -1          -1          -1
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## 234           1           1           0           0           0           0
## 235           1           0           0           0           0           0
## 236           1           0           0           0           0           0
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## 238           1           0           0           0           0           0
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## 245           1           1           0           0           0           0
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## 250           1           1           0           0           0           0
## 251           1          -1          -1          -1          -1          -1
## 252           1           0           0           0           0           1
## 253           1           0           0           0           0           0
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## 255           1           0           0           0           0           0
## 256           1           0           1           0           0           0
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## 258           1           0           0           0           0           0
## 259           1           0           0           0           0           1
## 260           1          -1          -1          -1          -1          -1
## 261           1           1           0           0           0           0
## 262           1          -1          -1          -1          -1          -1
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##     demo$major6 demo$major7 demo$major8
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## 
## $terms
## per_comm_orient ~ demo$major
## attr(,"variables")
## list(per_comm_orient, demo$major)
## attr(,"factors")
##                 demo$major
## per_comm_orient          0
## demo$major               1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Science Community Orientation

Now, Competency in Science:

Well crap, something is broke there. Let’s try running a different form of MDS, giving us a similar analysis in a different way. We can interpret this data similarly to how we did before:

And an Adonis test:

## $aov.tab
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##             Df SumsOfSqs  MeanSqs F.Model      R2 Pr(>F)
## demo$major   8    0.0963 0.012036 0.81898 0.02117  0.513
## Residuals  303    4.4530 0.014696         0.97883       
## Total      311    4.5493                  1.00000       
## 
## $call
## adonis(formula = sci_comm_orient ~ demo$major)
## 
## $coefficients
##             sci_comm_orient1 sci_comm_orient2 sci_comm_orient3 sci_comm_orient4
## (Intercept)        5.0397060        5.4177493       5.25125949       5.17980364
## demo$major1        0.1433926       -0.1219747       0.08676868       0.05963298
## demo$major2        0.1031511       -0.2748922       0.17731194       0.10591065
## demo$major3       -0.0397060        0.4393935       0.03445480       0.10591065
## demo$major4       -1.0397060        0.5822507      -0.25125949      -0.17980364
## demo$major5        0.1602940        0.1155840       0.08207385      -0.11313697
## demo$major6        0.0512031       -0.1515156       0.02796129       0.02149506
## demo$major7        0.4602940       -0.4177493      -0.25125949      -0.17980364
## demo$major8        0.4820331        0.2779028       0.31395790       0.51584854
##             sci_comm_orient_ave
## (Intercept)          5.22212961
## demo$major1          0.04195490
## demo$major2          0.02787039
## demo$major3          0.13501325
## demo$major4         -0.22212961
## demo$major5          0.06120372
## demo$major6         -0.01271403
## demo$major7         -0.09712961
## demo$major8          0.39743561
## 
## $coef.sites
##                        1            2            3             4            5
## (Intercept)  0.080021946  0.090970198  0.080021946  0.2649546430  0.080021946
## demo$major1 -0.015238463 -0.009577373 -0.015238463  0.0040394794 -0.015238463
## demo$major2 -0.020188659 -0.012866578 -0.020188659  0.0014440377 -0.020188659
## demo$major3 -0.001295978 -0.008582262 -0.001295978  0.0086006301 -0.001295978
## demo$major4 -0.040021946 -0.065329173 -0.040021946 -0.0149546430 -0.040021946
## demo$major5  0.002888498  0.007580078  0.002888498 -0.0003577249  0.002888498
## demo$major6  0.009381058  0.012558387  0.009381058  0.0061785774  0.009381058
## demo$major7  0.031089165  0.042925906  0.031089165 -0.0178503959  0.031089165
## demo$major8  0.003632303  0.011264506  0.003632303  0.0313424496  0.003632303
##                         6            7             8            9           10
## (Intercept)  0.0847761983  0.137028914  0.0898663650  0.104018017  0.100571909
## demo$major1 -0.0175107401 -0.008787419 -0.0183922554 -0.012939763 -0.002819899
## demo$major2 -0.0178199258 -0.007566959 -0.0183619828 -0.012352054 -0.005032391
## demo$major3 -0.0026515958 -0.010464511  0.0002812666 -0.004280626 -0.012657335
## demo$major4 -0.0213615642  0.011907257  0.0010427259  0.007093094 -0.074930883
## demo$major5  0.0006213944 -0.005470330 -0.0047053633 -0.004807167  0.006331336
## demo$major6  0.0069266251  0.004279659  0.0032321077  0.005656463  0.016601499
## demo$major7  0.0262696301  0.010108832  0.0203377167  0.005738081  0.033324195
## demo$major8 -0.0047226935 -0.033784608 -0.0190532219 -0.023629959  0.013982069
##                       11            12           13           14            15
## (Intercept)  0.085438049  0.0898663650  0.080021946  0.080021946  0.0817274608
## demo$major1 -0.005847529 -0.0183922554 -0.015238463 -0.015238463 -0.0175611758
## demo$major2 -0.008601277 -0.0183619828 -0.020188659 -0.020188659 -0.0254081703
## demo$major3 -0.007175401  0.0002812666 -0.001295978 -0.001295978  0.0003971418
## demo$major4 -0.085438049  0.0010427259 -0.040021946 -0.040021946 -0.0183128266
## demo$major5  0.002946080 -0.0047053633  0.002888498  0.002888498  0.0010740717
## demo$major6  0.014999151  0.0032321077  0.009381058  0.009381058  0.0068776505
## demo$major7  0.047895284  0.0203377167  0.031089165  0.031089165  0.0293183677
## demo$major8  0.011972484 -0.0190532219  0.003632303  0.003632303 -0.0050038181
##                       16            17           18            19            20
## (Intercept)  0.090970198  0.0898663650  0.077214772  0.0898663650  0.0930269185
## demo$major1 -0.009577373 -0.0183922554 -0.012471924 -0.0183922554 -0.0116203205
## demo$major2 -0.012866578 -0.0183619828 -0.015453304 -0.0183619828 -0.0146734485
## demo$major3 -0.008582262  0.0002812666 -0.001105207  0.0002812666 -0.0005487899
## demo$major4 -0.065329173  0.0010427259 -0.052824528  0.0010427259 -0.0296122844
## demo$major5  0.007580078 -0.0047053633 -0.001978790 -0.0047053633  0.0003089690
## demo$major6  0.012558387  0.0032321077  0.011650341  0.0032321077  0.0095569019
## demo$major7  0.042925906  0.0203377167  0.033831057  0.0203377167  0.0180189099
## demo$major8  0.011264506 -0.0190532219  0.002950788 -0.0190532219 -0.0043715805
##                        21           22           23            24           25
## (Intercept)  0.1358463306  0.080021946  0.104880944  0.0861030391  0.080021946
## demo$major1 -0.0026786204 -0.015238463 -0.009469876 -0.0202806162 -0.015238463
## demo$major2 -0.0056318970 -0.020188659 -0.015055711 -0.0265513473 -0.020188659
## demo$major3 -0.0123706826 -0.001295978 -0.004439558  0.0041483436 -0.001295978
## demo$major4 -0.0247352195 -0.040021946 -0.038214277 -0.0003887534 -0.040021946
## demo$major5 -0.0009037258  0.002888498  0.004414143  0.0002961460  0.002888498
## demo$major6  0.0087266548  0.009381058  0.010133329  0.0033069850  0.009381058
## demo$major7  0.0254219621  0.031089165  0.029015160  0.0247592229  0.031089165
## demo$major8 -0.0216361253  0.003632303  0.007741241 -0.0142361559  0.003632303
##                        26           27            28            29
## (Intercept)  0.9992784993  0.080021946  1.438295e-01  0.0898663650
## demo$major1  0.0007215007 -0.015238463 -9.215054e-04 -0.0183922554
## demo$major2  0.0007215007 -0.020188659 -5.386303e-03 -0.0183619828
## demo$major3  0.0007215007 -0.001295978  5.105056e-05  0.0002812666
## demo$major4  0.0007215007 -0.040021946 -3.271842e-02  0.0010427259
## demo$major5  0.0007215007  0.002888498  7.487975e-03 -0.0047053633
## demo$major6 -0.0057720058  0.009381058  1.344786e-02  0.0032321077
## demo$major7  0.0007215007  0.031089165 -9.073434e-03  0.0203377167
## demo$major8  0.0007215007  0.003632303  2.309037e-02 -0.0190532219
##                        30            31           32           33           34
## (Intercept)  0.1106954051  0.0898663650  0.084211802  0.230535119  0.084211802
## demo$major1 -0.0103537971 -0.0183922554 -0.017173903  0.003451898 -0.017173903
## demo$major2 -0.0134438579 -0.0183619828 -0.021630526 -0.001486907 -0.021630526
## demo$major3 -0.0043043197  0.0002812666  0.003158443  0.005849613  0.003158443
## demo$major4 -0.0159585630  0.0010427259 -0.014444360 -0.018413907 -0.014444360
## demo$major5  0.0041343675 -0.0047053633 -0.003554068  0.002182544 -0.003554068
## demo$major6  0.0108599307  0.0032321077  0.005532892  0.009058521  0.005532892
## demo$major7  0.0001117084  0.0203377167  0.026365121 -0.020916244  0.026365121
## demo$major8  0.0095321298 -0.0190532219 -0.013182831  0.031648045 -0.013182831
##                        35           36           37            38           39
## (Intercept)  0.0898663650  0.104018017  0.084211802  0.0898663650  0.090970198
## demo$major1 -0.0183922554 -0.012939763 -0.017173903 -0.0183922554 -0.009577373
## demo$major2 -0.0183619828 -0.012352054 -0.021630526 -0.0183619828 -0.012866578
## demo$major3  0.0002812666 -0.004280626  0.003158443  0.0002812666 -0.008582262
## demo$major4  0.0010427259  0.007093094 -0.014444360  0.0010427259 -0.065329173
## demo$major5 -0.0047053633 -0.004807167 -0.003554068 -0.0047053633  0.007580078
## demo$major6  0.0032321077  0.005656463  0.005532892  0.0032321077  0.012558387
## demo$major7  0.0203377167  0.005738081  0.026365121  0.0203377167  0.042925906
## demo$major8 -0.0190532219 -0.023629959 -0.013182831 -0.0190532219  0.011264506
##                       40            41            42            43           44
## (Intercept)  0.080021946  0.0898663650  0.0898663650  0.0847761983  0.122597265
## demo$major1 -0.015238463 -0.0183922554 -0.0183922554 -0.0175107401 -0.008590763
## demo$major2 -0.020188659 -0.0183619828 -0.0183619828 -0.0178199258 -0.013315643
## demo$major3 -0.001295978  0.0002812666  0.0002812666 -0.0026515958  0.002688676
## demo$major4 -0.040021946  0.0010427259  0.0010427259 -0.0213615642 -0.027860423
## demo$major5  0.002888498 -0.0047053633 -0.0047053633  0.0006213944  0.003183211
## demo$major6  0.009381058  0.0032321077  0.0032321077  0.0069266251  0.009723493
## demo$major7  0.031089165  0.0203377167  0.0203377167  0.0262696301  0.011739260
## demo$major8  0.003632303 -0.0190532219 -0.0190532219 -0.0047226935  0.012048300
##                       45            46           47           48           49
## (Intercept)  0.198392447  0.2649546430  0.132342363  0.106555902  0.080021946
## demo$major1  0.002847419  0.0040394794 -0.008368958 -0.007412595 -0.015238463
## demo$major2 -0.004537738  0.0014440377 -0.007858258 -0.009304354 -0.020188659
## demo$major3  0.002951703  0.0086006301 -0.005064098 -0.006342423 -0.001295978
## demo$major4 -0.021921859 -0.0149546430 -0.051261282 -0.053924323 -0.040021946
## demo$major5  0.007870686 -0.0003577249  0.006522169  0.005466853  0.002888498
## demo$major6  0.011957097  0.0061785774  0.010609224  0.012616542  0.009381058
## demo$major7 -0.024033473 -0.0178503959  0.026532095  0.027780624  0.031089165
## demo$major8  0.029047911  0.0313424496  0.017456329  0.015504834  0.003632303
##                       50            51            52           53            54
## (Intercept)  0.080021946  0.0898663650  0.0847761983  0.108319556  0.0898663650
## demo$major1 -0.015238463 -0.0183922554 -0.0175107401 -0.008705195 -0.0183922554
## demo$major2 -0.020188659 -0.0183619828 -0.0178199258 -0.011068009 -0.0183619828
## demo$major3 -0.001295978  0.0002812666 -0.0026515958 -0.001575465  0.0002812666
## demo$major4 -0.040021946  0.0010427259 -0.0213615642 -0.055687977  0.0010427259
## demo$major5  0.002888498 -0.0047053633  0.0006213944  0.006438242 -0.0047053633
## demo$major6  0.009381058  0.0032321077  0.0069266251  0.012212150  0.0032321077
## demo$major7  0.031089165  0.0203377167  0.0262696301  0.026016969  0.0203377167
## demo$major8  0.003632303 -0.0190532219 -0.0047226935  0.015673547 -0.0190532219
##                       55            56           57           58           59
## (Intercept)  0.152730874  0.0898663650  0.149266093  0.125258546  0.084211802
## demo$major1 -0.007151440 -0.0183922554 -0.002295890 -0.005708652 -0.017173903
## demo$major2 -0.005530670 -0.0183619828 -0.003449593 -0.007917298 -0.021630526
## demo$major3 -0.013611169  0.0002812666 -0.012311918  0.002019719  0.003158443
## demo$major4  0.013935793  0.0010427259 -0.038154982 -0.044177465 -0.014444360
## demo$major5 -0.005483813 -0.0047053633  0.008629528  0.004418016 -0.003554068
## demo$major6  0.004550219  0.0032321077  0.012385394  0.012060619  0.005532892
## demo$major7  0.011934649  0.0203377167  0.010490004  0.009373488  0.026365121
## demo$major8 -0.037816200 -0.0190532219  0.019699847  0.020564991 -0.013182831
##                       60           61           62           63           64
## (Intercept)  0.112529057  0.081698952  0.106738394  0.113433461  0.137028914
## demo$major1 -0.012902753 -0.015314325 -0.015660141 -0.009987472 -0.008787419
## demo$major2 -0.013627247 -0.016831646 -0.015072432 -0.009255507 -0.007566959
## demo$major3 -0.008956526  0.002691625 -0.002336281 -0.013219982 -0.010464511
## demo$major4 -0.010090033 -0.034079905  0.004372717 -0.060801882  0.011907257
## demo$major5  0.002771106 -0.002690440 -0.005476263  0.007519623 -0.005470330
## demo$major6  0.008242359  0.007964721  0.002948152  0.011205849  0.004279659
## demo$major7  0.015908076  0.029163310  0.019017703  0.044432476  0.010108832
## demo$major8 -0.008508773 -0.006473392 -0.023595008  0.012492009 -0.033784608
##                        65            66            67           68
## (Intercept)  0.0898663650  0.0983776765  0.0898663650  0.083892293
## demo$major1 -0.0183922554 -0.0163053486 -0.0183922554 -0.018037034
## demo$major2 -0.0183619828 -0.0162252904 -0.0183619828 -0.022130825
## demo$major3  0.0002812666  0.0041160270  0.0002812666  0.003311675
## demo$major4  0.0010427259 -0.0183776765  0.0010427259 -0.020477659
## demo$major5 -0.0047053633  0.0002757023 -0.0047053633  0.001505300
## demo$major6  0.0032321077  0.0066851669  0.0032321077  0.005715496
## demo$major7  0.0203377167  0.0127334346  0.0203377167  0.027153536
## demo$major8 -0.0190532219  0.0006545515 -0.0190532219 -0.006962324
##                        69            70            71           72           73
## (Intercept)  0.0898663650  0.0898663650  0.0898663650  0.080021946  0.152730874
## demo$major1 -0.0183922554 -0.0183922554 -0.0183922554 -0.015238463 -0.007151440
## demo$major2 -0.0183619828 -0.0183619828 -0.0183619828 -0.020188659 -0.005530670
## demo$major3  0.0002812666  0.0002812666  0.0002812666 -0.001295978 -0.013611169
## demo$major4  0.0010427259  0.0010427259  0.0010427259 -0.040021946  0.013935793
## demo$major5 -0.0047053633 -0.0047053633 -0.0047053633  0.002888498 -0.005483813
## demo$major6  0.0032321077  0.0032321077  0.0032321077  0.009381058  0.004550219
## demo$major7  0.0203377167  0.0203377167  0.0203377167  0.031089165  0.011934649
## demo$major8 -0.0190532219 -0.0190532219 -0.0190532219  0.003632303 -0.037816200
##                       74           75           76            77            78
## (Intercept)  0.152838793  0.152730874  0.095010794  0.0898663650  0.0898663650
## demo$major1 -0.004602096 -0.007151440 -0.012450604 -0.0183922554 -0.0183922554
## demo$major2 -0.014395564 -0.005530670 -0.016907173 -0.0183619828 -0.0183619828
## demo$major3  0.011221498 -0.013611169 -0.006607820  0.0002812666  0.0002812666
## demo$major4  0.002716763  0.013935793 -0.028344127  0.0010427259  0.0010427259
## demo$major5  0.004882537 -0.005483813  0.006274525 -0.0047053633 -0.0047053633
## demo$major6  0.011457816  0.004550219  0.010841734  0.0032321077  0.0032321077
## demo$major7 -0.043082695  0.011934649  0.016028167  0.0203377167  0.0203377167
## demo$major8  0.020378356 -0.037816200  0.005437840 -0.0190532219 -0.0190532219
##                       79            80            81           82           83
## (Intercept)  0.137090810  0.0898663650  0.0898663650  0.084211802  0.084211802
## demo$major1 -0.009266634 -0.0183922554 -0.0183922554 -0.017173903 -0.017173903
## demo$major2 -0.007628855 -0.0183619828 -0.0183619828 -0.021630526 -0.021630526
## demo$major3 -0.010526407  0.0002812666  0.0002812666  0.003158443  0.003158443
## demo$major4  0.011845360  0.0010427259  0.0010427259 -0.014444360 -0.014444360
## demo$major5 -0.005532226 -0.0047053633 -0.0047053633 -0.003554068 -0.003554068
## demo$major6  0.005002164  0.0032321077  0.0032321077  0.005532892  0.005532892
## demo$major7  0.010046936  0.0203377167  0.0203377167  0.026365121  0.026365121
## demo$major8 -0.032694984 -0.0190532219 -0.0190532219 -0.013182831 -0.013182831
##                       84           85           86           87            88
## (Intercept)  0.085438049  0.090064835  0.077214772  0.117702334  0.0912507672
## demo$major1 -0.005847529 -0.011065988 -0.012471924 -0.012221760 -0.0113351036
## demo$major2 -0.008601277 -0.018802977 -0.015453304 -0.011945021 -0.0154991071
## demo$major3 -0.007175401 -0.005624581 -0.001105207 -0.008635497 -0.0014180135
## demo$major4 -0.085438049 -0.050064835 -0.052824528 -0.006591223 -0.0436317196
## demo$major5  0.002946080  0.006068206 -0.001978790 -0.005597572  0.0003547671
## demo$major6  0.014999151  0.010105684  0.011650341  0.006071643  0.0086616055
## demo$major7  0.047895284  0.043268498  0.033831057  0.024053763  0.0406641264
## demo$major8  0.011972484  0.003816302  0.002950788 -0.020347960 -0.0062762836
##                       89            90            91           92           93
## (Intercept)  0.108319556  0.0871242075  0.0898663650  0.106555902  0.080021946
## demo$major1 -0.008705195 -0.0171224974 -0.0183922554 -0.007412595 -0.015238463
## demo$major2 -0.011068009 -0.0143791816 -0.0183619828 -0.009304354 -0.020188659
## demo$major3 -0.001575465  0.0002460377  0.0002812666 -0.006342423 -0.001295978
## demo$major4 -0.055687977 -0.0173567657  0.0010427259 -0.053924323 -0.040021946
## demo$major5  0.006438242 -0.0039907005 -0.0047053633  0.005466853  0.002888498
## demo$major6  0.012212150  0.0055820765  0.0032321077  0.012616542  0.009381058
## demo$major7  0.026016969  0.0234527155  0.0203377167  0.027780624  0.031089165
## demo$major8  0.015673547 -0.0129182084 -0.0190532219  0.015504834  0.003632303
##                        94           95           96            97            98
## (Intercept)  0.0935841297  0.080021946  0.080021946  0.0898663650  0.0817274608
## demo$major1 -0.0151373260 -0.015238463 -0.015238463 -0.0183922554 -0.0175611758
## demo$major2 -0.0223222711 -0.020188659 -0.020188659 -0.0183619828 -0.0254081703
## demo$major3  0.0027319676 -0.001295978 -0.001295978  0.0002812666  0.0003971418
## demo$major4 -0.0135841297 -0.040021946 -0.040021946  0.0010427259 -0.0183128266
## demo$major5 -0.0001930654  0.002888498  0.002888498 -0.0047053633  0.0010740717
## demo$major6  0.0070164299  0.009381058  0.009381058  0.0032321077  0.0068776505
## demo$major7  0.0175269814  0.031089165  0.031089165  0.0203377167  0.0293183677
## demo$major8  0.0002054743  0.003632303  0.003632303 -0.0190532219 -0.0050038181
##                       99           100           101           102
## (Intercept)  0.090970198  0.1720901165  0.0898663650  0.0898663650
## demo$major1 -0.009577373 -0.0004015599 -0.0183922554 -0.0183922554
## demo$major2 -0.012866578 -0.0038359647 -0.0183619828 -0.0183619828
## demo$major3 -0.008582262  0.0033066457  0.0002812666  0.0002812666
## demo$major4 -0.065329173 -0.0292329737  0.0010427259  0.0010427259
## demo$major5  0.007580078  0.0019694312 -0.0047053633 -0.0047053633
## demo$major6  0.012558387  0.0109299540  0.0032321077  0.0032321077
## demo$major7  0.042925906 -0.0051546327  0.0203377167  0.0203377167
## demo$major8  0.011264506  0.0254848304 -0.0190532219 -0.0190532219
##                       103          104           105          106          107
## (Intercept)  0.0817274608  0.080021946  0.0890820504  0.095010794  0.098006872
## demo$major1 -0.0175611758 -0.015238463 -0.0202296390 -0.012450604 -0.017415450
## demo$major2 -0.0254081703 -0.020188659 -0.0191353789 -0.016907173 -0.019900774
## demo$major3  0.0003971418 -0.001295978  0.0011693323 -0.006607820  0.001267735
## demo$major4 -0.0183128266 -0.040021946 -0.0033677647 -0.028344127  0.004432152
## demo$major5  0.0010740717  0.002888498 -0.0001483731  0.006274525 -0.002380159
## demo$major6  0.0068776505  0.009381058  0.0033560924  0.010841734  0.004619490
## demo$major7  0.0293183677  0.031089165  0.0217802116  0.016028167  0.013038956
## demo$major8 -0.0050038181  0.003632303 -0.0139635261  0.005437840 -0.008058194
##                       108           109          110           111          112
## (Intercept)  0.1307271950  0.0871242075  0.098006872  0.0898663650  0.080021946
## demo$major1 -0.0076266526 -0.0171224974 -0.017415450 -0.0183922554 -0.015238463
## demo$major2 -0.0106172355 -0.0143791816 -0.019900774 -0.0183619828 -0.020188659
## demo$major3 -0.0081346404  0.0002460377  0.001267735  0.0002812666 -0.001295978
## demo$major4 -0.0002924124 -0.0173567657  0.004432152  0.0010427259 -0.040021946
## demo$major5 -0.0044051620 -0.0039907005 -0.002380159 -0.0047053633  0.002888498
## demo$major6  0.0060835233  0.0055820765  0.004619490  0.0032321077  0.009381058
## demo$major7  0.0138106201  0.0234527155  0.013038956  0.0203377167  0.031089165
## demo$major8 -0.0282098604 -0.0129182084 -0.008058194 -0.0190532219  0.003632303
##                      113           114           115          116           117
## (Intercept)  0.129501840  1.438295e-01  0.1712520788  0.080021946  0.0898663650
## demo$major1 -0.008721031 -9.215054e-04 -0.0009762409 -0.015238463 -0.0183922554
## demo$major2 -0.012160592 -5.386303e-03 -0.0029979270 -0.020188659 -0.0183619828
## demo$major3  0.004125632  5.105056e-05 -0.0029981737 -0.001295978  0.0002812666
## demo$major4 -0.005177515 -3.271842e-02 -0.0283949360 -0.040021946  0.0010427259
## demo$major5  0.003057605  7.487975e-03  0.0063630245  0.002888498 -0.0047053633
## demo$major6  0.010262213  1.344786e-02  0.0113863778  0.009381058  0.0032321077
## demo$major7 -0.019112229 -9.073434e-03 -0.0043165950  0.031089165  0.0203377167
## demo$major8  0.014438807  2.309037e-02  0.0239240676  0.003632303 -0.0190532219
##                       118          119          120           121          122
## (Intercept)  9.457302e-02  0.231611246  0.080021946  0.0898663650  0.080021946
## demo$major1 -1.374618e-02  0.003945221 -0.015238463 -0.0183922554 -0.015238463
## demo$major2 -1.646940e-02 -0.002563033 -0.020188659 -0.0183619828 -0.020188659
## demo$major3  7.558582e-06  0.012392534 -0.001295978  0.0002812666 -0.001295978
## demo$major4 -2.790635e-02 -0.019490034 -0.040021946  0.0010427259 -0.040021946
## demo$major5  1.162748e-03  0.001106417  0.002888498 -0.0047053633  0.002888498
## demo$major6  9.394084e-03  0.008753762  0.009381058  0.0032321077  0.009381058
## demo$major7  1.646594e-02 -0.021992371  0.031089165  0.0203377167  0.031089165
## demo$major8  7.565265e-03  0.030571919  0.003632303 -0.0190532219  0.003632303
##                       123           124           125           126
## (Intercept)  0.0898663650  0.1712520788  0.1087266876  0.0898663650
## demo$major1 -0.0183922554 -0.0009762409 -0.0111273169 -0.0183922554
## demo$major2 -0.0183619828 -0.0029979270 -0.0128741855 -0.0183619828
## demo$major3  0.0002812666 -0.0029981737 -0.0048128402  0.0002812666
## demo$major4  0.0010427259 -0.0283949360 -0.0453120535  0.0010427259
## demo$major5 -0.0047053633  0.0063630245  0.0004743826 -0.0047053633
## demo$major6  0.0032321077  0.0113863778  0.0075904409  0.0032321077
## demo$major7  0.0203377167 -0.0043165950  0.0455623841  0.0203377167
## demo$major8 -0.0190532219  0.0239240676 -0.0049099959 -0.0190532219
##                      127           128           129           130
## (Intercept)  0.137028914  0.6700313849  0.1120098958  0.0898663650
## demo$major1 -0.008787419  0.0060973688 -0.0129761843 -0.0183922554
## demo$major2 -0.007566959  0.0049051628 -0.0147583485 -0.0183619828
## demo$major3 -0.010464511  0.0089433670  0.0072610083  0.0002812666
## demo$major4  0.011907257 -0.0033647182 -0.0172730537  0.0010427259
## demo$major5 -0.005470330  0.0026422934 -0.0001430861 -0.0047053633
## demo$major6  0.004279659  0.0005520264  0.0089691034  0.0032321077
## demo$major7  0.010108832 -0.0079624194 -0.0012027822  0.0203377167
## demo$major8 -0.033784608  0.0220589089  0.0118815038 -0.0190532219
##                       131          132          133          134           135
## (Intercept)  0.2649546430  0.080021946  0.137090810  0.080021946  0.0898663650
## demo$major1  0.0040394794 -0.015238463 -0.009266634 -0.015238463 -0.0183922554
## demo$major2  0.0014440377 -0.020188659 -0.007628855 -0.020188659 -0.0183619828
## demo$major3  0.0086006301 -0.001295978 -0.010526407 -0.001295978  0.0002812666
## demo$major4 -0.0149546430 -0.040021946  0.011845360 -0.040021946  0.0010427259
## demo$major5 -0.0003577249  0.002888498 -0.005532226  0.002888498 -0.0047053633
## demo$major6  0.0061785774  0.009381058  0.005002164  0.009381058  0.0032321077
## demo$major7 -0.0178503959  0.031089165  0.010046936  0.031089165  0.0203377167
## demo$major8  0.0313424496  0.003632303 -0.032694984  0.003632303 -0.0190532219
##                       136           137          138           139
## (Intercept)  0.0817274608  0.0898663650  0.096289484  0.0861030391
## demo$major1 -0.0175611758 -0.0183922554 -0.015000264 -0.0202806162
## demo$major2 -0.0254081703 -0.0183619828 -0.018185863 -0.0265513473
## demo$major3  0.0003971418  0.0002812666  0.004640302  0.0041483436
## demo$major4 -0.0183128266  0.0010427259 -0.029622817 -0.0003887534
## demo$major5  0.0010740717 -0.0047053633  0.002112952  0.0002961460
## demo$major6  0.0068776505  0.0032321077  0.009002240  0.0033069850
## demo$major7  0.0293183677  0.0203377167  0.014749477  0.0247592229
## demo$major8 -0.0050038181 -0.0190532219  0.007728944 -0.0142361559
##                       140           141           142           143
## (Intercept)  0.0898663650  0.1712520788  0.0898663650  0.0898663650
## demo$major1 -0.0183922554 -0.0009762409 -0.0183922554 -0.0183922554
## demo$major2 -0.0183619828 -0.0029979270 -0.0183619828 -0.0183619828
## demo$major3  0.0002812666 -0.0029981737  0.0002812666  0.0002812666
## demo$major4  0.0010427259 -0.0283949360  0.0010427259  0.0010427259
## demo$major5 -0.0047053633  0.0063630245 -0.0047053633 -0.0047053633
## demo$major6  0.0032321077  0.0113863778  0.0032321077  0.0032321077
## demo$major7  0.0203377167 -0.0043165950  0.0203377167  0.0203377167
## demo$major8 -0.0190532219  0.0239240676 -0.0190532219 -0.0190532219
##                      144           145           146          147           148
## (Intercept)  0.137541274  0.0817274608  0.0898663650  0.084211802  0.6700313849
## demo$major1 -0.010960853 -0.0175611758 -0.0183922554 -0.017173903  0.0060973688
## demo$major2 -0.013057169 -0.0254081703 -0.0183619828 -0.021630526  0.0049051628
## demo$major3  0.002808887  0.0003971418  0.0002812666  0.003158443  0.0089433670
## demo$major4 -0.013216950 -0.0183128266  0.0010427259 -0.014444360 -0.0033647182
## demo$major5  0.004206141  0.0010740717 -0.0047053633 -0.003554068  0.0026422934
## demo$major6  0.008565300  0.0068776505  0.0032321077  0.005532892  0.0005520264
## demo$major7 -0.002909239  0.0293183677  0.0203377167  0.026365121 -0.0079624194
## demo$major8  0.010374528 -0.0050038181 -0.0190532219 -0.013182831  0.0220589089
##                      149          150           151           152          153
## (Intercept)  0.080021946  0.140648012  0.0898663650  0.0898663650  0.132342363
## demo$major1 -0.015238463  0.000101166 -0.0183922554 -0.0183922554 -0.008368958
## demo$major2 -0.020188659  0.002206343 -0.0183619828 -0.0183619828 -0.007858258
## demo$major3 -0.001295978 -0.014288312  0.0002812666  0.0002812666 -0.005064098
## demo$major4 -0.040021946 -0.059566931  0.0010427259  0.0010427259 -0.051261282
## demo$major5  0.002888498  0.004222887 -0.0047053633 -0.0047053633  0.006522169
## demo$major6  0.009381058  0.015294175  0.0032321077  0.0032321077  0.010609224
## demo$major7  0.031089165  0.018226447  0.0203377167  0.0203377167  0.026532095
## demo$major8  0.003632303  0.020139737 -0.0190532219 -0.0190532219  0.017456329
##                       154          155           156           157
## (Intercept)  0.0904454458  0.090970198  0.0898663650  0.0898663650
## demo$major1 -0.0123766335 -0.009577373 -0.0183922554 -0.0183922554
## demo$major2 -0.0175341527 -0.012866578 -0.0183619828 -0.0183619828
## demo$major3  0.0028141237 -0.008582262  0.0002812666  0.0002812666
## demo$major4 -0.0270308116 -0.065329173  0.0010427259  0.0010427259
## demo$major5 -0.0049803438  0.007580078 -0.0047053633 -0.0047053633
## demo$major6  0.0093432058  0.012558387  0.0032321077  0.0032321077
## demo$major7  0.0206003827  0.042925906  0.0203377167  0.0203377167
## demo$major8 -0.0003847118  0.011264506 -0.0190532219 -0.0190532219
##                       158           159          160          161          162
## (Intercept)  1.355643e-01  0.0904454458  0.120877350  0.080021946  0.080021946
## demo$major1 -9.510770e-03 -0.0123766335 -0.010608162 -0.015238463 -0.015238463
## demo$major2 -1.108016e-02 -0.0175341527 -0.009910248 -0.020188659 -0.020188659
## demo$major3 -1.936790e-03  0.0028141237 -0.007427653 -0.001295978 -0.001295978
## demo$major4 -1.123994e-02 -0.0270308116  0.009557432 -0.040021946 -0.040021946
## demo$major5  4.280278e-05 -0.0049803438 -0.005102937  0.002888498  0.002888498
## demo$major6  8.811399e-03  0.0093432058  0.005005193  0.009381058  0.009381058
## demo$major7 -9.322266e-04  0.0206003827  0.007974190  0.031089165  0.031089165
## demo$major8  1.260800e-02 -0.0003847118 -0.029645243  0.003632303  0.003632303
##                      163          164          165          166           167
## (Intercept)  0.084211802  0.268482679  0.080021946  0.091424800  0.0967059384
## demo$major1 -0.017173903  0.004584475 -0.015238463 -0.021971632 -0.0150875610
## demo$major2 -0.021630526 -0.002083998 -0.020188659 -0.023874579 -0.0145535522
## demo$major3  0.003158443  0.012954368 -0.001295978  0.001659731 -0.0003898410
## demo$major4 -0.014444360 -0.018482679 -0.040021946  0.015551945 -0.0167059384
## demo$major5 -0.003554068  0.000558684  0.002888498 -0.001067589 -0.0006541856
## demo$major6  0.005532892  0.007617914  0.009381058  0.001033885  0.0070652084
## demo$major7  0.026365121 -0.021378432  0.031089165  0.019152123  0.0144051727
## demo$major8 -0.013182831  0.030489999  0.003632303 -0.020498175  0.0004956260
##                      168          169           170           171          172
## (Intercept)  0.231611246  0.080021946  0.0898663650  0.0898663650  0.098179466
## demo$major1  0.003945221 -0.015238463 -0.0183922554 -0.0183922554 -0.011999794
## demo$major2 -0.002563033 -0.020188659 -0.0183619828 -0.0183619828 -0.012288053
## demo$major3  0.012392534 -0.001295978  0.0002812666  0.0002812666 -0.008031835
## demo$major4 -0.019490034 -0.040021946  0.0010427259  0.0010427259 -0.007270376
## demo$major5  0.001106417  0.002888498 -0.0047053633 -0.0047053633 -0.004127646
## demo$major6  0.008753762  0.009381058  0.0032321077  0.0032321077  0.008258624
## demo$major7 -0.021992371  0.031089165  0.0203377167  0.0203377167  0.012024615
## demo$major8  0.030571919  0.003632303 -0.0190532219 -0.0190532219 -0.015487807
##                       173          174          175           176           177
## (Intercept)  2.026210e-01  0.084211802  0.181431608  0.0847761983  1.438295e-01
## demo$major1  1.122829e-04 -0.017173903 -0.005478606 -0.0175107401 -9.215054e-04
## demo$major2 -8.845290e-04 -0.021630526 -0.005558409 -0.0178199258 -5.386303e-03
## demo$major3  6.096411e-03  0.003158443  0.000891561 -0.0026515958  5.105056e-05
## demo$major4 -2.615042e-02 -0.014444360 -0.038574465 -0.0213615642 -3.271842e-02
## demo$major5 -3.603946e-05 -0.003554068  0.003689668  0.0006213944  7.487975e-03
## demo$major6  8.089777e-03  0.005532892  0.009952713  0.0069266251  1.344786e-02
## demo$major7 -1.595371e-03  0.026365121  0.011310327  0.0262696301 -9.073434e-03
## demo$major8  2.481935e-02 -0.013182831  0.022229779 -0.0047226935  2.309037e-02
##                      178           179           180           181
## (Intercept)  0.090064835  1.438295e-01  0.0795842920  0.0898663650
## demo$major1 -0.011065988 -9.215054e-04 -0.0148474938 -0.0183922554
## demo$major2 -0.018802977 -5.386303e-03 -0.0200326002 -0.0183619828
## demo$major3 -0.005624581  5.105056e-05 -0.0001626592  0.0002812666
## demo$major4 -0.050064835 -3.271842e-02 -0.0319652443  0.0010427259
## demo$major5  0.006068206  7.487975e-03 -0.0031102721 -0.0047053633
## demo$major6  0.010105684  1.344786e-02  0.0091003526  0.0032321077
## demo$major7  0.043268498 -9.073434e-03  0.0312779701  0.0203377167
## demo$major8  0.003816302  2.309037e-02 -0.0045553534 -0.0190532219
##                       182          183          184           185           186
## (Intercept)  1.438295e-01  0.084211802  0.084211802  0.0898663650  0.0898663650
## demo$major1 -9.215054e-04 -0.017173903 -0.017173903 -0.0183922554 -0.0183922554
## demo$major2 -5.386303e-03 -0.021630526 -0.021630526 -0.0183619828 -0.0183619828
## demo$major3  5.105056e-05  0.003158443  0.003158443  0.0002812666  0.0002812666
## demo$major4 -3.271842e-02 -0.014444360 -0.014444360  0.0010427259  0.0010427259
## demo$major5  7.487975e-03 -0.003554068 -0.003554068 -0.0047053633 -0.0047053633
## demo$major6  1.344786e-02  0.005532892  0.005532892  0.0032321077  0.0032321077
## demo$major7 -9.073434e-03  0.026365121  0.026365121  0.0203377167  0.0203377167
## demo$major8  2.309037e-02 -0.013182831 -0.013182831 -0.0190532219 -0.0190532219
##                      187          188           189           190          191
## (Intercept)  0.083892293  0.139743321  0.0898663650  0.0898663650  0.106555902
## demo$major1 -0.018037034 -0.011501826 -0.0183922554 -0.0183922554 -0.007412595
## demo$major2 -0.022130825 -0.010281366 -0.0183619828 -0.0183619828 -0.009304354
## demo$major3  0.003311675 -0.008697126  0.0002812666  0.0002812666 -0.006342423
## demo$major4 -0.020477659  0.009192849  0.0010427259  0.0010427259 -0.053924323
## demo$major5  0.001505300 -0.006133455 -0.0047053633 -0.0047053633  0.005466853
## demo$major6  0.005715496  0.002549453  0.0032321077  0.0032321077  0.012616542
## demo$major7  0.027153536  0.022779040  0.0203377167  0.0203377167  0.027780624
## demo$major8 -0.006962324 -0.034009702 -0.0190532219 -0.0190532219  0.015504834
##                      192          193          194          195          196
## (Intercept)  0.085438049  0.080021946  0.085057442  0.080021946  0.080021946
## demo$major1 -0.005847529 -0.015238463 -0.016664372 -0.015238463 -0.015238463
## demo$major2 -0.008601277 -0.020188659 -0.017507221 -0.020188659 -0.020188659
## demo$major3 -0.007175401 -0.001295978 -0.002550418 -0.001295978 -0.001295978
## demo$major4 -0.085438049 -0.040021946 -0.015290000 -0.040021946 -0.040021946
## demo$major5  0.002946080  0.002888498 -0.004399707  0.002888498  0.002888498
## demo$major6  0.014999151  0.009381058  0.006692372  0.009381058  0.009381058
## demo$major7  0.047895284  0.031089165  0.025519481  0.031089165  0.031089165
## demo$major8  0.011972484  0.003632303 -0.011039030  0.003632303  0.003632303
##                       197          198           199           200
## (Intercept)  0.0912507672  0.184618204  9.457302e-02  9.457302e-02
## demo$major1 -0.0113351036 -0.007406132 -1.374618e-02 -1.374618e-02
## demo$major2 -0.0154991071 -0.008745005 -1.646940e-02 -1.646940e-02
## demo$major3 -0.0014180135  0.011570511  7.558582e-06  7.558582e-06
## demo$major4 -0.0436317196  0.003953224 -2.790635e-02 -2.790635e-02
## demo$major5  0.0003547671 -0.003955482  1.162748e-03  1.162748e-03
## demo$major6  0.0086616055  0.005612974  9.394084e-03  9.394084e-03
## demo$major7  0.0406641264 -0.017682720  1.646594e-02  1.646594e-02
## demo$major8 -0.0062762836  0.017052357  7.565265e-03  7.565265e-03
##                       201           202           203           204
## (Intercept)  0.0898663650  0.0898663650  0.0898663650  0.0898663650
## demo$major1 -0.0183922554 -0.0183922554 -0.0183922554 -0.0183922554
## demo$major2 -0.0183619828 -0.0183619828 -0.0183619828 -0.0183619828
## demo$major3  0.0002812666  0.0002812666  0.0002812666  0.0002812666
## demo$major4  0.0010427259  0.0010427259  0.0010427259  0.0010427259
## demo$major5 -0.0047053633 -0.0047053633 -0.0047053633 -0.0047053633
## demo$major6  0.0032321077  0.0032321077  0.0032321077  0.0032321077
## demo$major7  0.0203377167  0.0203377167  0.0203377167  0.0203377167
## demo$major8 -0.0190532219 -0.0190532219 -0.0190532219 -0.0190532219
##                      205          206           207          208           209
## (Intercept)  0.114107937  0.080021946  0.0890820504  0.077214772  0.0898663650
## demo$major1 -0.009498124 -0.015238463 -0.0202296390 -0.012471924 -0.0183922554
## demo$major2 -0.013112529 -0.020188659 -0.0191353789 -0.015453304 -0.0183619828
## demo$major3 -0.005041100 -0.001295978  0.0011693323 -0.001105207  0.0002812666
## demo$major4 -0.002996826 -0.040021946 -0.0033677647 -0.052824528  0.0010427259
## demo$major5 -0.004054457  0.002888498 -0.0001483731 -0.001978790 -0.0047053633
## demo$major6  0.006916180  0.009381058  0.0033560924  0.011650341  0.0032321077
## demo$major7  0.011648160  0.031089165  0.0217802116  0.033831057  0.0203377167
## demo$major8 -0.023564794  0.003632303 -0.0139635261  0.002950788 -0.0190532219
##                      210          211          212           213          214
## (Intercept)  0.077214772  0.080021946  0.081698952  1.438295e-01  0.091424800
## demo$major1 -0.012471924 -0.015238463 -0.015314325 -9.215054e-04 -0.021971632
## demo$major2 -0.015453304 -0.020188659 -0.016831646 -5.386303e-03 -0.023874579
## demo$major3 -0.001105207 -0.001295978  0.002691625  5.105056e-05  0.001659731
## demo$major4 -0.052824528 -0.040021946 -0.034079905 -3.271842e-02  0.015551945
## demo$major5 -0.001978790  0.002888498 -0.002690440  7.487975e-03 -0.001067589
## demo$major6  0.011650341  0.009381058  0.007964721  1.344786e-02  0.001033885
## demo$major7  0.033831057  0.031089165  0.029163310 -9.073434e-03  0.019152123
## demo$major8  0.002950788  0.003632303 -0.006473392  2.309037e-02 -0.020498175
##                       215           216           217           218
## (Intercept)  0.0898663650  0.0898663650  0.0898663650  0.0935841297
## demo$major1 -0.0183922554 -0.0183922554 -0.0183922554 -0.0151373260
## demo$major2 -0.0183619828 -0.0183619828 -0.0183619828 -0.0223222711
## demo$major3  0.0002812666  0.0002812666  0.0002812666  0.0027319676
## demo$major4  0.0010427259  0.0010427259  0.0010427259 -0.0135841297
## demo$major5 -0.0047053633 -0.0047053633 -0.0047053633 -0.0001930654
## demo$major6  0.0032321077  0.0032321077  0.0032321077  0.0070164299
## demo$major7  0.0203377167  0.0203377167  0.0203377167  0.0175269814
## demo$major8 -0.0190532219 -0.0190532219 -0.0190532219  0.0002054743
##                      219           220          221           222           223
## (Intercept)  0.152730874  0.0898663650  0.080021946  0.0898663650  0.0890820504
## demo$major1 -0.007151440 -0.0183922554 -0.015238463 -0.0183922554 -0.0202296390
## demo$major2 -0.005530670 -0.0183619828 -0.020188659 -0.0183619828 -0.0191353789
## demo$major3 -0.013611169  0.0002812666 -0.001295978  0.0002812666  0.0011693323
## demo$major4  0.013935793  0.0010427259 -0.040021946  0.0010427259 -0.0033677647
## demo$major5 -0.005483813 -0.0047053633  0.002888498 -0.0047053633 -0.0001483731
## demo$major6  0.004550219  0.0032321077  0.009381058  0.0032321077  0.0033560924
## demo$major7  0.011934649  0.0203377167  0.031089165  0.0203377167  0.0217802116
## demo$major8 -0.037816200 -0.0190532219  0.003632303 -0.0190532219 -0.0139635261
##                       224           225           226           227
## (Intercept)  0.0912507672  0.2649546430  0.1124590595  0.0847761983
## demo$major1 -0.0113351036  0.0040394794 -0.0116463972 -0.0175107401
## demo$major2 -0.0154991071  0.0014440377 -0.0152075123 -0.0178199258
## demo$major3 -0.0014180135  0.0086006301  0.0004626381 -0.0026515958
## demo$major4 -0.0436317196 -0.0149546430 -0.0177222174 -0.0213615642
## demo$major5  0.0003547671 -0.0003577249  0.0051057559  0.0006213944
## demo$major6  0.0086616055  0.0061785774  0.0104555380  0.0069266251
## demo$major7  0.0406641264 -0.0178503959 -0.0016519460  0.0262696301
## demo$major8 -0.0062762836  0.0313424496  0.0097008426 -0.0047226935
##                      228          229          230          231           232
## (Intercept)  0.080021946  0.080021946  0.129501840  0.212169585  0.0869673902
## demo$major1 -0.015238463 -0.015238463 -0.008721031 -0.003772316 -0.0197628080
## demo$major2 -0.020188659 -0.020188659 -0.012160592 -0.010433102 -0.0223363334
## demo$major3 -0.001295978 -0.001295978  0.004125632  0.017990374 -0.0016849516
## demo$major4 -0.040021946 -0.040021946 -0.005177515  0.011359827 -0.0012531045
## demo$major5  0.002888498  0.002888498  0.003057605 -0.002769196 -0.0005682051
## demo$major6  0.009381058  0.009381058  0.010262213  0.006000960  0.0044917239
## demo$major7  0.031089165  0.031089165 -0.019112229 -0.037810610  0.0238948718
## demo$major8  0.003632303  0.003632303  0.014438807  0.021975195 -0.0120454876
##                       233           234          235           236          237
## (Intercept)  0.0898663650  0.0898663650  0.083892293  1.438295e-01  0.137127577
## demo$major1 -0.0183922554 -0.0183922554 -0.018037034 -9.215054e-04 -0.008886083
## demo$major2 -0.0183619828 -0.0183619828 -0.022130825 -5.386303e-03 -0.007665622
## demo$major3  0.0002812666  0.0002812666  0.003311675  5.105056e-05 -0.010563175
## demo$major4  0.0010427259  0.0010427259 -0.020477659 -3.271842e-02  0.011808593
## demo$major5 -0.0047053633 -0.0047053633  0.001505300  7.487975e-03 -0.005493020
## demo$major6  0.0032321077  0.0032321077  0.005715496  1.344786e-02  0.005154027
## demo$major7  0.0203377167  0.0203377167  0.027153536 -9.073434e-03  0.010010168
## demo$major8 -0.0190532219 -0.0190532219 -0.006962324  2.309037e-02 -0.034044303
##                      238          239          240          241          242
## (Intercept)  0.134481579  0.085057442  0.088957343  0.080021946  0.080021946
## demo$major1 -0.007929170 -0.016664372 -0.009918867 -0.015238463 -0.015238463
## demo$major2 -0.017140331 -0.017507221 -0.012120572 -0.020188659 -0.020188659
## demo$major3  0.005868581 -0.002550418  0.001181148 -0.001295978 -0.001295978
## demo$major4 -0.010157255 -0.015290000 -0.048957343 -0.040021946 -0.040021946
## demo$major5  0.007265836 -0.004399707 -0.003315192  0.002888498  0.002888498
## demo$major6  0.011644093  0.006692372  0.011909897  0.009381058  0.009381058
## demo$major7 -0.024091969  0.025519481  0.022153768  0.031089165  0.031089165
## demo$major8  0.015678262 -0.011039030  0.008361657  0.003632303  0.003632303
##                      243           244          245           246          247
## (Intercept)  0.152730874  0.0898663650  0.113433461  0.1311249902  0.088957343
## demo$major1 -0.007151440 -0.0183922554 -0.009987472 -0.0120875925 -0.009918867
## demo$major2 -0.005530670 -0.0183619828 -0.009255507 -0.0218433677 -0.012120572
## demo$major3 -0.013611169  0.0002812666 -0.013219982  0.0132183762  0.001181148
## demo$major4  0.013935793  0.0010427259 -0.060801882  0.0057171151 -0.048957343
## demo$major5 -0.005483813 -0.0047053633  0.007519623  0.0006948271 -0.003315192
## demo$major6  0.004550219  0.0032321077  0.011205849  0.0078237920  0.011909897
## demo$major7  0.011934649  0.0203377167  0.044432476 -0.0203178766  0.022153768
## demo$major8 -0.037816200 -0.0190532219  0.012492009  0.0094575187  0.008361657
##                      248          249           250          251           252
## (Intercept)  0.104018017  0.080021946  0.0898663650  0.152730874  0.0898663650
## demo$major1 -0.012939763 -0.015238463 -0.0183922554 -0.007151440 -0.0183922554
## demo$major2 -0.012352054 -0.020188659 -0.0183619828 -0.005530670 -0.0183619828
## demo$major3 -0.004280626 -0.001295978  0.0002812666 -0.013611169  0.0002812666
## demo$major4  0.007093094 -0.040021946  0.0010427259  0.013935793  0.0010427259
## demo$major5 -0.004807167  0.002888498 -0.0047053633 -0.005483813 -0.0047053633
## demo$major6  0.005656463  0.009381058  0.0032321077  0.004550219  0.0032321077
## demo$major7  0.005738081  0.031089165  0.0203377167  0.011934649  0.0203377167
## demo$major8 -0.023629959  0.003632303 -0.0190532219 -0.037816200 -0.0190532219
##                      253          254          255          256           257
## (Intercept)  0.090970198  0.152730874  0.080021946  0.169007388  0.0898663650
## demo$major1 -0.009577373 -0.007151440 -0.015238463  0.002702509 -0.0183922554
## demo$major2 -0.012866578 -0.005530670 -0.020188659 -0.008372284 -0.0183619828
## demo$major3 -0.008582262 -0.013611169 -0.001295978  0.006389374  0.0002812666
## demo$major4 -0.065329173  0.013935793 -0.040021946 -0.026150245  0.0010427259
## demo$major5  0.007580078 -0.005483813  0.002888498  0.008607715 -0.0047053633
## demo$major6  0.012558387  0.004550219  0.009381058  0.014392590  0.0032321077
## demo$major7  0.042925906  0.011934649  0.031089165 -0.027878356  0.0203377167
## demo$major8  0.011264506 -0.037816200  0.003632303  0.028567559 -0.0190532219
##                       258          259           260          261          262
## (Intercept)  0.2649546430  0.080021946  0.2649546430  0.081698952  0.231611246
## demo$major1  0.0040394794 -0.015238463  0.0040394794 -0.015314325  0.003945221
## demo$major2  0.0014440377 -0.020188659  0.0014440377 -0.016831646 -0.002563033
## demo$major3  0.0086006301 -0.001295978  0.0086006301  0.002691625  0.012392534
## demo$major4 -0.0149546430 -0.040021946 -0.0149546430 -0.034079905 -0.019490034
## demo$major5 -0.0003577249  0.002888498 -0.0003577249 -0.002690440  0.001106417
## demo$major6  0.0061785774  0.009381058  0.0061785774  0.007964721  0.008753762
## demo$major7 -0.0178503959  0.031089165 -0.0178503959  0.029163310 -0.021992371
## demo$major8  0.0313424496  0.003632303  0.0313424496 -0.006473392  0.030571919
##                      263           264           265           266          267
## (Intercept)  0.231611246  0.0898663650  0.0898663650  0.0898663650  0.080021946
## demo$major1  0.003945221 -0.0183922554 -0.0183922554 -0.0183922554 -0.015238463
## demo$major2 -0.002563033 -0.0183619828 -0.0183619828 -0.0183619828 -0.020188659
## demo$major3  0.012392534  0.0002812666  0.0002812666  0.0002812666 -0.001295978
## demo$major4 -0.019490034  0.0010427259  0.0010427259  0.0010427259 -0.040021946
## demo$major5  0.001106417 -0.0047053633 -0.0047053633 -0.0047053633  0.002888498
## demo$major6  0.008753762  0.0032321077  0.0032321077  0.0032321077  0.009381058
## demo$major7 -0.021992371  0.0203377167  0.0203377167  0.0203377167  0.031089165
## demo$major8  0.030571919 -0.0190532219 -0.0190532219 -0.0190532219  0.003632303
##                       268          269          270          271           272
## (Intercept)  0.0898663650  0.105499417  0.092282283  0.084211802  0.2649546430
## demo$major1 -0.0183922554 -0.008165753 -0.011551211 -0.017173903  0.0040394794
## demo$major2 -0.0183619828 -0.010703461 -0.015445512 -0.021630526  0.0014440377
## demo$major3  0.0002812666 -0.009646640 -0.002647224  0.003158443  0.0086006301
## demo$major4  0.0010427259 -0.065499417 -0.052282283 -0.014444360 -0.0149546430
## demo$major5 -0.0047053633  0.001821595  0.006511446 -0.003554068 -0.0003577249
## demo$major6  0.0032321077  0.011298803  0.008915736  0.005532892  0.0061785774
## demo$major7  0.0203377167  0.050056139  0.041051050  0.026365121 -0.0178503959
## demo$major8 -0.0190532219  0.005707799  0.001815621 -0.013182831  0.0313424496
##                       273          274          275           276          277
## (Intercept)  0.0898663650  0.106555902  0.084211802  0.0898663650  0.179800367
## demo$major1 -0.0183922554 -0.007412595 -0.017173903 -0.0183922554 -0.003371377
## demo$major2 -0.0183619828 -0.009304354 -0.021630526 -0.0183619828 -0.003927167
## demo$major3  0.0002812666 -0.006342423  0.003158443  0.0002812666 -0.004403604
## demo$major4  0.0010427259 -0.053924323 -0.014444360  0.0010427259 -0.036943224
## demo$major5 -0.0047053633  0.005466853 -0.003554068 -0.0047053633  0.007565578
## demo$major6  0.0032321077  0.012616542  0.005532892  0.0032321077  0.009573728
## demo$major7  0.0203377167  0.027780624  0.026365121  0.0203377167  0.012941569
## demo$major8 -0.0190532219  0.015504834 -0.013182831 -0.0190532219  0.019591854
##                      278           279          280           281           282
## (Intercept)  0.107005066  0.2017580012  0.108319556  0.0898663650  0.0898663650
## demo$major1 -0.006082808 -0.0004832909 -0.008705195 -0.0183922554 -0.0183922554
## demo$major2 -0.009753518 -0.0000215181 -0.011068009 -0.0183619828 -0.0183619828
## demo$major3 -0.013140793 -0.0004138503 -0.001575465  0.0002812666  0.0002812666
## demo$major4 -0.054373487 -0.0252874130 -0.055687977  0.0010427259  0.0010427259
## demo$major5  0.010715695  0.0045051324  0.006438242 -0.0047053633 -0.0047053633
## demo$major6  0.014102977  0.0085684290  0.012212150  0.0032321077  0.0032321077
## demo$major7  0.027331460 -0.0007323602  0.026016969  0.0203377167  0.0203377167
## demo$major8  0.013324173  0.0231978856  0.015673547 -0.0190532219 -0.0190532219
##                       283          284           285          286           287
## (Intercept)  0.0795842920  0.077214772  0.0861030391  0.152730874  0.0795842920
## demo$major1 -0.0148474938 -0.012471924 -0.0202806162 -0.007151440 -0.0148474938
## demo$major2 -0.0200326002 -0.015453304 -0.0265513473 -0.005530670 -0.0200326002
## demo$major3 -0.0001626592 -0.001105207  0.0041483436 -0.013611169 -0.0001626592
## demo$major4 -0.0319652443 -0.052824528 -0.0003887534  0.013935793 -0.0319652443
## demo$major5 -0.0031102721 -0.001978790  0.0002961460 -0.005483813 -0.0031102721
## demo$major6  0.0091003526  0.011650341  0.0033069850  0.004550219  0.0091003526
## demo$major7  0.0312779701  0.033831057  0.0247592229  0.011934649  0.0312779701
## demo$major8 -0.0045553534  0.002950788 -0.0142361559 -0.037816200 -0.0045553534
##                      288          289           290           291           292
## (Intercept)  0.123607068  0.137028914  0.0898663650  0.0898663650  0.0817274608
## demo$major1 -0.013763072 -0.008787419 -0.0183922554 -0.0183922554 -0.0175611758
## demo$major2 -0.012639965 -0.007566959 -0.0183619828 -0.0183619828 -0.0254081703
## demo$major3 -0.005585942 -0.010464511  0.0002812666  0.0002812666  0.0003971418
## demo$major4  0.006827715  0.011907257  0.0010427259  0.0010427259 -0.0183128266
## demo$major5 -0.005820075 -0.005470330 -0.0047053633 -0.0047053633  0.0010740717
## demo$major6  0.003086577  0.004279659  0.0032321077  0.0032321077  0.0068776505
## demo$major7  0.020930747  0.010108832  0.0203377167  0.0203377167  0.0293183677
## demo$major8 -0.028502911 -0.033784608 -0.0190532219 -0.0190532219 -0.0050038181
##                      293           294          295          296          297
## (Intercept)  0.091424800  9.457302e-02  0.082563303  0.080021946  0.152730874
## demo$major1 -0.021971632 -1.374618e-02 -0.014796517 -0.015238463 -0.007151440
## demo$major2 -0.023874579 -1.646940e-02 -0.012616632 -0.020188659 -0.005530670
## demo$major3  0.001659731  7.558582e-06 -0.003141671 -0.001295978 -0.013611169
## demo$major4  0.015551945 -2.790635e-02 -0.034944256 -0.040021946  0.013935793
## demo$major5 -0.001067589  1.162748e-03 -0.003554791  0.002888498 -0.005483813
## demo$major6  0.001033885  9.394084e-03  0.009149460  0.009381058  0.004550219
## demo$major7  0.019152123  1.646594e-02  0.028298959  0.031089165  0.011934649
## demo$major8 -0.020498175  7.565265e-03 -0.004282724  0.003632303 -0.037816200
##                      298          299           300          301           302
## (Intercept)  0.082563303  0.104018017  0.0898663650  0.080021946  0.0898663650
## demo$major1 -0.014796517 -0.012939763 -0.0183922554 -0.015238463 -0.0183922554
## demo$major2 -0.012616632 -0.012352054 -0.0183619828 -0.020188659 -0.0183619828
## demo$major3 -0.003141671 -0.004280626  0.0002812666 -0.001295978  0.0002812666
## demo$major4 -0.034944256  0.007093094  0.0010427259 -0.040021946  0.0010427259
## demo$major5 -0.003554791 -0.004807167 -0.0047053633  0.002888498 -0.0047053633
## demo$major6  0.009149460  0.005656463  0.0032321077  0.009381058  0.0032321077
## demo$major7  0.028298959  0.005738081  0.0203377167  0.031089165  0.0203377167
## demo$major8 -0.004282724 -0.023629959 -0.0190532219  0.003632303 -0.0190532219
##                       303           304          305          306           307
## (Intercept)  0.1106954051  0.0952558679  0.107716865  0.084211802  0.2015777448
## demo$major1 -0.0103537971 -0.0163551137 -0.008650976 -0.017173903 -0.0003605957
## demo$major2 -0.0134438579 -0.0239940093 -0.007345997 -0.021630526  0.0001587383
## demo$major3 -0.0043043197  0.0072378356 -0.006669283  0.003158443 -0.0002335939
## demo$major4 -0.0159585630 -0.0152558679 -0.067716865 -0.014444360 -0.0251071566
## demo$major5  0.0041343675  0.0007368225  0.002264835 -0.003554068  0.0010072279
## demo$major6  0.0108599307  0.0066363885  0.010108854  0.005532892  0.0083776279
## demo$major7  0.0001117084  0.0158552432  0.047838691  0.026365121 -0.0005521038
## demo$major8  0.0095321298  0.0003643998  0.003707118 -0.013182831  0.0258626140
##                      308          309          310           311          312
## (Intercept)  0.208423763  0.108319556  0.095010794  0.0898663650  0.208961241
## demo$major1 -0.001368172 -0.008705195 -0.012450604 -0.0183922554 -0.006393438
## demo$major2  0.001194493 -0.011068009 -0.016907173 -0.0183619828 -0.007662573
## demo$major3 -0.007079612 -0.001575465 -0.006607820  0.0002812666  0.014550039
## demo$major4 -0.031953175 -0.055687977 -0.028344127  0.0010427259  0.025324473
## demo$major5  0.001172704  0.006438242  0.006274525 -0.0047053633 -0.003558974
## demo$major6  0.006964688  0.012212150  0.010841734  0.0032321077  0.004424336
## demo$major7  0.019268544  0.026016969  0.016028167  0.0203377167 -0.042025758
## demo$major8  0.021190509  0.015673547  0.005437840 -0.0190532219  0.014751588
## 
## $f.perms
##               [,1]
##    [1,]  0.9742606
##    [2,]  0.6823286
##    [3,]  0.5692046
##    [4,]  2.1310353
##    [5,]  0.4887263
##    [6,]  0.4203828
##    [7,]  1.3326001
##    [8,]  0.3305610
##    [9,]  1.3775490
##   [10,]  0.5556983
##   [11,]  1.1136209
##   [12,]  0.6660932
##   [13,]  0.8594230
##   [14,]  0.3509938
##   [15,]  0.3001779
##   [16,]  0.5220995
##   [17,]  1.4079148
##   [18,]  0.8364215
##   [19,]  1.3767712
##   [20,]  0.6741817
##   [21,]  0.8638277
##   [22,]  1.8481089
##   [23,]  1.5947127
##   [24,]  0.5687524
##   [25,]  0.7375636
##   [26,]  0.8483088
##   [27,]  0.9778028
##   [28,]  0.9287629
##   [29,]  0.7805714
##   [30,]  0.3695027
##   [31,]  0.8553018
##   [32,]  0.9911559
##   [33,]  0.8066051
##   [34,]  0.5003248
##   [35,]  0.8896985
##   [36,]  0.7796371
##   [37,]  0.5201825
##   [38,]  0.8808006
##   [39,]  1.2227342
##   [40,]  0.8123225
##   [41,]  1.2316656
##   [42,]  0.4748999
##   [43,]  1.0609903
##   [44,]  1.0907112
##   [45,]  0.8485331
##   [46,]  0.7544131
##   [47,]  1.0112842
##   [48,]  1.0427988
##   [49,]  0.6253457
##   [50,]  0.6647327
##   [51,]  0.4368776
##   [52,]  0.4457363
##   [53,]  1.0291942
##   [54,]  1.7569127
##   [55,]  0.5888368
##   [56,]  0.6387341
##   [57,]  0.3970776
##   [58,]  0.6406069
##   [59,]  0.9898522
##   [60,]  1.1218663
##   [61,]  0.2650645
##   [62,]  0.7183269
##   [63,]  1.0219086
##   [64,]  1.0911261
##   [65,]  1.1428321
##   [66,]  0.5402696
##   [67,]  1.2259290
##   [68,]  0.5050419
##   [69,]  1.9001117
##   [70,]  0.4951187
##   [71,]  0.9980999
##   [72,]  0.4377290
##   [73,]  1.4602894
##   [74,]  0.5183096
##   [75,]  0.7404575
##   [76,]  0.8621244
##   [77,]  1.3949760
##   [78,]  0.9855325
##   [79,]  0.5549167
##   [80,]  0.9025819
##   [81,]  1.5418206
##   [82,]  1.0381383
##   [83,]  1.4225207
##   [84,]  1.1559038
##   [85,]  1.2049133
##   [86,]  0.9705916
##   [87,]  0.5828488
##   [88,]  0.4318026
##   [89,]  0.7007339
##   [90,]  1.1412300
##   [91,]  1.0257725
##   [92,]  0.3224482
##   [93,]  0.5414332
##   [94,]  0.9873582
##   [95,]  1.2730136
##   [96,]  0.8848875
##   [97,]  0.3759407
##   [98,]  0.7892614
##   [99,]  0.8379315
##  [100,]  0.3262084
##  [101,]  1.2301684
##  [102,]  0.7965331
##  [103,]  1.1237058
##  [104,]  1.5398556
##  [105,]  0.7132559
##  [106,]  0.4698249
##  [107,]  0.9772742
##  [108,]  0.3777694
##  [109,]  0.4631475
##  [110,]  0.3776505
##  [111,]  1.7312287
##  [112,]  1.0719345
##  [113,]  1.1098389
##  [114,]  0.7224167
##  [115,]  0.6159561
##  [116,]  0.6949543
##  [117,]  1.5820182
##  [118,]  0.6899432
##  [119,]  0.9574770
##  [120,]  1.4028378
##  [121,]  2.0206585
##  [122,]  0.9832475
##  [123,]  0.4924659
##  [124,]  0.5560124
##  [125,]  1.9600823
##  [126,]  0.5213249
##  [127,]  0.5773635
##  [128,]  0.5016931
##  [129,]  1.0293100
##  [130,]  1.4084227
##  [131,]  0.4720959
##  [132,]  0.6523055
##  [133,]  0.5496099
##  [134,]  1.0755990
##  [135,]  0.8357626
##  [136,]  0.4063957
##  [137,]  2.1312589
##  [138,]  1.0432185
##  [139,]  0.5212291
##  [140,]  0.5221927
##  [141,]  2.4047451
##  [142,]  0.7443425
##  [143,]  0.4662874
##  [144,]  0.6155302
##  [145,]  1.0937751
##  [146,]  0.4764229
##  [147,]  0.7421051
##  [148,]  4.7581143
##  [149,]  1.4445905
##  [150,]  0.8670289
##  [151,]  2.1419324
##  [152,]  0.6712776
##  [153,]  0.8233884
##  [154,]  1.0520512
##  [155,]  1.1572127
##  [156,]  0.7901708
##  [157,]  1.4291639
##  [158,]  2.3966374
##  [159,]  0.5850960
##  [160,]  1.3439971
##  [161,]  0.3999199
##  [162,]  1.2734857
##  [163,]  0.4563616
##  [164,]  0.3202862
##  [165,]  0.4110748
##  [166,]  0.6273588
##  [167,]  1.0815877
##  [168,]  0.7253618
##  [169,]  1.7191630
##  [170,]  0.5847814
##  [171,]  1.0224928
##  [172,]  1.0545902
##  [173,]  1.6242927
##  [174,]  1.4483694
##  [175,]  0.7067507
##  [176,]  1.3166505
##  [177,]  0.8677645
##  [178,]  0.7179750
##  [179,]  0.6327764
##  [180,]  1.5166681
##  [181,]  2.1421373
##  [182,]  0.9923140
##  [183,]  3.1467028
##  [184,]  1.6703686
##  [185,]  0.9865697
##  [186,]  1.5318686
##  [187,]  1.1243905
##  [188,]  0.3680736
##  [189,]  0.5557832
##  [190,]  1.8854549
##  [191,]  1.1988526
##  [192,]  0.4359135
##  [193,]  0.7444704
##  [194,]  0.9609118
##  [195,]  0.2762825
##  [196,]  1.2723659
##  [197,]  0.3693139
##  [198,]  0.5472472
##  [199,]  0.6824171
##  [200,]  0.4738607
##  [201,]  0.7051263
##  [202,]  0.6576201
##  [203,]  0.6499888
##  [204,]  1.0213525
##  [205,]  0.7713401
##  [206,]  1.1032760
##  [207,]  0.7157058
##  [208,]  1.2469317
##  [209,]  0.7232056
##  [210,]  1.6048190
##  [211,]  0.8766430
##  [212,]  1.4612176
##  [213,]  0.9628067
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##  [794,]  0.6604769
##  [795,]  0.9318507
##  [796,]  0.7202814
##  [797,]  1.0298415
##  [798,]  0.7074124
##  [799,]  0.8235592
##  [800,]  0.5850950
##  [801,]  1.1696447
##  [802,]  0.4877844
##  [803,]  0.5978487
##  [804,]  0.3560904
##  [805,]  0.9930894
##  [806,]  0.8588387
##  [807,]  1.2025157
##  [808,]  1.4235441
##  [809,]  1.0481162
##  [810,]  1.2687671
##  [811,]  1.3496897
##  [812,]  0.3328542
##  [813,]  1.1685948
##  [814,]  0.9450158
##  [815,]  0.6977768
##  [816,]  0.5932791
##  [817,]  1.2919061
##  [818,]  1.5380072
##  [819,]  0.6018235
##  [820,]  0.5723120
##  [821,]  1.7376305
##  [822,]  0.8334263
##  [823,]  5.4242520
##  [824,]  0.8036871
##  [825,]  0.7082807
##  [826,]  1.1896848
##  [827,]  1.1066821
##  [828,]  0.4867167
##  [829,]  1.6504194
##  [830,]  1.3514741
##  [831,]  0.6306681
##  [832,]  1.0859419
##  [833,]  0.5544567
##  [834,]  1.0901510
##  [835,]  0.9669731
##  [836,]  0.6188274
##  [837,]  1.1664178
##  [838,]  0.5921172
##  [839,]  0.6037547
##  [840,]  0.8434858
##  [841,]  1.6465446
##  [842,]  1.2128585
##  [843,]  1.1214477
##  [844,]  0.9775263
##  [845,]  0.4537357
##  [846,]  1.8866978
##  [847,]  1.1486674
##  [848,]  1.6765030
##  [849,]  0.8816895
##  [850,]  0.7562070
##  [851,]  1.7215271
##  [852,]  0.8983643
##  [853,]  0.8419693
##  [854,]  1.7400146
##  [855,]  0.4909909
##  [856,]  1.5538321
##  [857,]  1.0886896
##  [858,]  0.3492849
##  [859,]  2.3140466
##  [860,]  0.8057028
##  [861,]  1.4858221
##  [862,]  0.5383318
##  [863,]  1.3607021
##  [864,]  1.4803291
##  [865,]  1.3524400
##  [866,]  0.3895114
##  [867,]  0.8952410
##  [868,]  1.1981400
##  [869,]  0.2870339
##  [870,]  1.0312382
##  [871,]  1.0831158
##  [872,]  1.1095984
##  [873,]  2.3436679
##  [874,]  0.5034484
##  [875,]  0.4556430
##  [876,]  0.5968826
##  [877,]  0.4137694
##  [878,]  0.3474682
##  [879,]  1.2393854
##  [880,]  1.1367492
##  [881,]  1.2476777
##  [882,]  1.3404681
##  [883,]  0.8438784
##  [884,]  1.1450266
##  [885,]  1.0541729
##  [886,]  0.6896010
##  [887,]  0.7999002
##  [888,]  1.5993774
##  [889,]  0.6894637
##  [890,]  0.9020632
##  [891,]  0.8925673
##  [892,]  0.8598148
##  [893,]  0.6056420
##  [894,]  0.7114973
##  [895,]  0.5403283
##  [896,]  1.8364351
##  [897,]  0.8300986
##  [898,]  0.8145428
##  [899,]  1.2030825
##  [900,]  0.8832460
##  [901,]  1.0136109
##  [902,]  1.4216921
##  [903,]  1.0235870
##  [904,]  1.3958519
##  [905,]  1.3974753
##  [906,]  0.7122121
##  [907,]  1.4107328
##  [908,]  1.3558496
##  [909,]  1.1464179
##  [910,]  0.8046224
##  [911,]  0.6873824
##  [912,]  0.5221530
##  [913,]  0.5545054
##  [914,]  0.7308982
##  [915,]  0.5966545
##  [916,]  0.7496466
##  [917,]  0.5946718
##  [918,]  0.3887415
##  [919,]  0.8277777
##  [920,]  0.7247909
##  [921,]  0.6300473
##  [922,]  1.7395379
##  [923,]  0.7491356
##  [924,]  1.1339751
##  [925,]  0.8727346
##  [926,]  0.4430071
##  [927,]  0.4436528
##  [928,]  0.8269405
##  [929,]  0.9979164
##  [930,]  0.7564528
##  [931,]  2.3981134
##  [932,]  0.8225412
##  [933,]  0.8110416
##  [934,]  0.7056215
##  [935,]  0.6214571
##  [936,]  0.8350506
##  [937,]  0.6734798
##  [938,]  0.9604815
##  [939,]  0.5106508
##  [940,]  0.6619481
##  [941,]  0.4352399
##  [942,]  0.4733832
##  [943,]  1.0801325
##  [944,]  0.3702361
##  [945,]  0.5501385
##  [946,]  0.3472804
##  [947,]  1.1831670
##  [948,]  1.0151863
##  [949,]  0.4693074
##  [950,]  2.4900123
##  [951,]  0.6819007
##  [952,]  0.3473349
##  [953,]  0.3521849
##  [954,]  0.5811341
##  [955,]  1.4533259
##  [956,]  0.3770513
##  [957,]  1.0826093
##  [958,]  0.4508003
##  [959,]  0.3983709
##  [960,]  1.3843909
##  [961,]  2.4127306
##  [962,]  0.6166870
##  [963,]  0.3516663
##  [964,]  1.0978212
##  [965,]  0.8588907
##  [966,]  1.1758866
##  [967,]  0.4363607
##  [968,]  0.3957521
##  [969,]  0.2577966
##  [970,]  0.5468315
##  [971,]  1.1518645
##  [972,]  1.4806755
##  [973,]  0.6877756
##  [974,]  0.8913084
##  [975,]  1.0925119
##  [976,]  0.9529309
##  [977,]  0.3844195
##  [978,]  0.7886211
##  [979,]  1.0402789
##  [980,]  1.0259867
##  [981,]  0.9373161
##  [982,]  0.8731399
##  [983,]  1.5988653
##  [984,]  0.7127917
##  [985,]  4.8769618
##  [986,]  0.5714188
##  [987,]  0.8844864
##  [988,]  1.0789686
##  [989,]  1.5769835
##  [990,]  2.8082681
##  [991,]  0.5453896
##  [992,]  1.0462026
##  [993,]  2.1803492
##  [994,]  1.0018137
##  [995,]  0.8798477
##  [996,]  0.2735594
##  [997,]  0.6872145
##  [998,]  0.5835577
##  [999,]  0.2292463
## 
## $model.matrix
##     (Intercept) demo$major1 demo$major2 demo$major3 demo$major4 demo$major5
## 1             1           1           0           0           0           0
## 2             1           1           0           0           0           0
## 3             1           0           0           0           0           0
## 4             1           0           0           0           0           0
## 5             1           0           0           0           0           0
## 6             1           0           0           0           0           0
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## 9             1           0           0           0           0           0
## 10            1           1           0           0           0           0
## 11            1          -1          -1          -1          -1          -1
## 12            1           0           0           0           0           0
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## 14            1           0           0           0           0           0
## 15            1          -1          -1          -1          -1          -1
## 16            1           0           0           1           0           0
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## 18            1           0           0           0           0           1
## 19            1           1           0           0           0           0
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## 84            1           0           0           0           0           1
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## 87            1          -1          -1          -1          -1          -1
## 88            1          -1          -1          -1          -1          -1
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## 91            1          -1          -1          -1          -1          -1
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## 93            1          -1          -1          -1          -1          -1
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## 98            1           0           0           0           0           0
## 99            1          -1          -1          -1          -1          -1
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## 101           1          -1          -1          -1          -1          -1
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## 103           1           0           1           0           0           0
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## 105           1           1           0           0           0           0
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## 107           1          -1          -1          -1          -1          -1
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## 251           1          -1          -1          -1          -1          -1
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## 260           1          -1          -1          -1          -1          -1
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## 262           1          -1          -1          -1          -1          -1
## 263           1          -1          -1          -1          -1          -1
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## 
## $terms
## sci_comm_orient ~ demo$major
## attr(,"variables")
## list(sci_comm_orient, demo$major)
## attr(,"factors")
##                 demo$major
## sci_comm_orient          0
## demo$major               1
## attr(,"term.labels")
## [1] "demo$major"
## attr(,"order")
## [1] 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## 
## attr(,"class")
## [1] "adonis"

This shows that the differences in answers are not significant, according to major.

Conclusion

Ultimately, what we can understand from all of this is that students significantly answer Science Identity questions differently according to their major.


In summary, let’s take a look at the running list we are making of which questions were significant and not according to demographics:


NEXT